WO2013021595A1 - Skin condition determination method and product presentation method - Google Patents

Skin condition determination method and product presentation method Download PDF

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Publication number
WO2013021595A1
WO2013021595A1 PCT/JP2012/004936 JP2012004936W WO2013021595A1 WO 2013021595 A1 WO2013021595 A1 WO 2013021595A1 JP 2012004936 W JP2012004936 W JP 2012004936W WO 2013021595 A1 WO2013021595 A1 WO 2013021595A1
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WO
WIPO (PCT)
Prior art keywords
skin
factor
score
subject
attention
Prior art date
Application number
PCT/JP2012/004936
Other languages
French (fr)
Japanese (ja)
Inventor
次田 哲也
通雄 河合
博英 鍋島
Original Assignee
花王株式会社
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Application filed by 花王株式会社 filed Critical 花王株式会社
Priority to JP2013513890A priority Critical patent/JP5357363B2/en
Priority to CN201280037891.7A priority patent/CN103717109B/en
Publication of WO2013021595A1 publication Critical patent/WO2013021595A1/en

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    • AHUMAN NECESSITIES
    • A45HAND OR TRAVELLING ARTICLES
    • A45DHAIRDRESSING OR SHAVING EQUIPMENT; EQUIPMENT FOR COSMETICS OR COSMETIC TREATMENTS, e.g. FOR MANICURING OR PEDICURING
    • A45D44/00Other cosmetic or toiletry articles, e.g. for hairdressers' rooms
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0002Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network
    • A61B5/0015Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by features of the telemetry system
    • A61B5/0022Monitoring a patient using a global network, e.g. telephone networks, internet
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/44Detecting, measuring or recording for evaluating the integumentary system, e.g. skin, hair or nails
    • A61B5/441Skin evaluation, e.g. for skin disorder diagnosis
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/67ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for remote operation
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B2576/00Medical imaging apparatus involving image processing or analysis
    • A61B2576/02Medical imaging apparatus involving image processing or analysis specially adapted for a particular organ or body part
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0002Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network
    • A61B5/0004Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by the type of physiological signal transmitted
    • A61B5/0013Medical image data
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0048Detecting, measuring or recording by applying mechanical forces or stimuli
    • A61B5/0053Detecting, measuring or recording by applying mechanical forces or stimuli by applying pressure, e.g. compression, indentation, palpation, grasping, gauging

Definitions

  • the present invention relates to a skin condition determination method, a skin condition determination system, a skin condition determination apparatus, and a product presentation method using the skin condition determination method for determining a skin condition of a subject.
  • a beauty counselor interviews a subject in a face-to-face manner or determines the subject's skin condition by observing the subject's skin surface with a special optical device.
  • Patent Document 1 describes a beauty counseling method for estimating the skin condition of a subject and presenting beauty-related products suitable for the subject.
  • parameter values such as the uneven shape of the skin surface and the amount of moisture are measured using a special optical device such as a solid-state imaging device and a probe, and the skin state of the subject is estimated based on the measured values.
  • Patent Document 2 describes a beauty determination method for presenting a subject with a plurality of questions regarding a sebum excess factor and a skin dryness factor, and estimating the subject's skin type based on the input of the answer. For example, the excess sebum factor is evaluated based on the degree of expression of a plurality of skin cases such as acne, pore dirt, pimples, and skin texture.
  • the skin condition determination method of the present invention is to determine the skin condition of a subject based on a plurality of condition parameters representing skin characteristics.
  • a plurality of skin factors representing skin cases are associated with each condition parameter and stored.
  • Factor selection input for selecting a part of a plurality of skin factors as a focus factor, a focus factor score indicating the degree of expression of a skin case related to the focus factor, and the expression of the skin case related to a skin factor other than the focus factor
  • the general factor score indicating the degree is input.
  • a first weight is given to the attention factor score, and a second weight lower than the first weight is given to the general factor score.
  • the state parameter is calculated from the attention factor score and the general factor score to which these weight ratios are given, and the skin state of the subject is determined based on the calculated state parameter.
  • the product presentation method of the present invention is a product presentation method using the above skin condition determination method, classifying the skin condition of the subject into a plurality of categories based on the calculated values of the plurality of condition parameters, and classifying The present invention is characterized by presenting a beauty-related product previously associated with a given category.
  • the skin condition determination system of the present invention determines the skin condition of a subject based on a plurality of condition parameters representing skin characteristics.
  • the skin condition determination system includes a storage unit, an input unit, a calculation unit, and an output unit.
  • storage part matches and memorize
  • the input unit is a factor selection input for selecting a part of a plurality of skin factors as an attention factor, an attention factor score indicating the degree of expression of a skin case relating to the attention factor, and a skin case relating to a skin factor other than the attention factor
  • An input of a general factor score indicating the degree of expression is received from the subject through the network.
  • the calculation unit determines the skin state based on the factor selection input, the attention factor score, and the general factor score received above.
  • the output unit presents the determined determination result to the subject.
  • the calculation unit assigns a first weighting factor to the attention factor score, and assigns a second weighting factor lower than the first weighting factor to the general factor score. Furthermore, a state parameter is calculated from the attention factor score and the general factor score to which these weight ratios are given, and a determination result of the subject's skin state is obtained based on the calculated state parameter.
  • the skin condition determination apparatus of the present invention determines the skin condition of a subject based on a plurality of condition parameters representing skin characteristics.
  • This skin condition determination apparatus includes a storage unit, an input unit, and a calculation unit.
  • storage part matches and memorize
  • the input unit is a factor selection input for selecting a part of a plurality of skin factors as an attention factor, an attention factor score indicating the degree of expression of a skin case relating to the attention factor, and a skin case relating to a skin factor other than the attention factor An input of a general factor score indicating the degree of expression is received.
  • the calculation unit determines the skin state based on the factor selection input, the attention factor score, and the general factor score received above.
  • the calculation unit assigns a first weighting factor to the attention factor score, and assigns a second weighting factor lower than the first weighting factor to the general factor score.
  • a state parameter is calculated from the attention factor score and the general factor score to which these weight ratios are given, and a determination result of the subject's skin state is obtained based on the calculated state parameter.
  • FIG. 5 is a diagram showing matrices M1 to M6 representing weight ratios.
  • FIG. 4 is a diagram showing matrices M7 to M12 representing weight ratios.
  • FIG. 5 is a diagram showing matrices M1 to M6 representing weight ratios.
  • FIG. 4 is a diagram showing matrices M7 to M12 representing weight ratios.
  • It is a figure which shows the example of the calculation result of a skin score.
  • It is a figure which shows an example of a test subject's skin attribute.
  • the beauty determination method described in Patent Document 2 has a problem that the determination result does not necessarily become what the subject desires, that is, does not represent the state assumed by the subject. In the first place, whether to worry about various skin cases such as acne and dirt on pores is a problem including a very subjective state for each subject. For example, among multiple subjects with similar (similar) degrees of both sebum excess factor and skin dryness factor, some subjects suffer from excess sebum, other subjects suffer from skin dryness, and Other subjects are both concerned about excessive sebum and dry skin.
  • a uniform determination result is presented to a plurality of subjects who have a common sebum excess factor and a skin drying factor. For this reason, when cosmetic counseling is performed based on such a determination result, a method for dealing with skin cases unrelated to the subject's troubles is exclusively proposed, and the subject's sufficient satisfaction may not be obtained.
  • the present invention it is possible to determine the skin condition, which is the degree of occurrence of skin trouble, which is considered important for the subject, by a simple method and present a judgment result with a high degree of satisfaction of the subject.
  • a plurality of skin factors representing skin cases are associated with each of a plurality of state parameters representing skin characteristics such as sebum amount and water retention amount. Since the skin condition of the subject is determined from various aspects based on these many skin factors, an objectively accurate determination result can be obtained. Furthermore, in the present invention, a high weight is given to the attention factor score indicating the degree of expression of the skin case related to some skin factors (attention factor), and the general factor score indicating the degree of expression of the skin case related to other general factors A state parameter is calculated by assigning a low weight to. For this reason, the determination result which emphasized the skin case with a strong subject's subjective trouble is presented.
  • the subject's skin condition can be easily determined by the subject inputting a score indicating the degree of expression of the skin case.
  • a determination result is presented that is objectively accurate and conforms to the subject's subjective skin problems.
  • the skin condition determination apparatus of the present invention can read a computer program and execute a corresponding processing operation, so that a CPU (Central Processing Unit), a ROM (Read Only Memory), a RAM (Random Access Memory), an I / F (Interface) ) Hardware constructed by general-purpose devices such as units, dedicated logic circuits constructed to execute predetermined processing operations, combinations thereof, and the like.
  • the various constituent elements of the present invention only have to be formed so as to realize the function.
  • dedicated hardware that exhibits a predetermined function, data processing in which a predetermined function is given by a computer program It can be realized as an apparatus, a predetermined function realized in the data processing apparatus by a computer program, an arbitrary combination thereof, or the like.
  • the various constituent elements of the present invention do not have to be independent of each other, one constituent element is a part of another constituent element, a part of one constituent element and another constituent element. It is allowed to have some overlap.
  • Storing data by the component (storage unit) of the present invention means that the apparatus of the present invention has a function of storing data, and it is not always necessary that the data is always stored.
  • the order of the plurality of steps can be changed within a range that does not hinder the contents, and some or all of the execution timings of the plurality of steps are mutually connected. It may be duplicated.
  • FIG. 1 is a functional block diagram showing an example of a skin condition determination system 200 according to an embodiment of the present invention.
  • the skin condition determination system 200 is a system that determines the skin condition of the subject S based on a plurality of condition parameters P representing skin characteristics.
  • the skin condition determination system 200 includes a network 80 such as the Internet, and a subject terminal 50 and a skin condition determination apparatus 100 connected to each other via the network 80.
  • the skin condition determination apparatus 100 of this embodiment is a web server.
  • Examples of the subject terminal 50 include a computer 52 and a portable terminal 54.
  • the subject S activates an application program such as a browser on the subject terminal 50, accesses the skin state determination apparatus 100 through the application program, and provides the skin state determination method of the present embodiment (hereinafter may be referred to as the present method). Receive.
  • the skin condition determination apparatus 100 includes a calculation unit 10, an input unit 20, an image transition unit 24, a storage unit 40, and a transmission unit 58.
  • the storage unit 40 is a means for storing a plurality of skin factors F representing a skin case C in association with each of a plurality of state parameters P representing skin characteristics.
  • the input unit 20 is a receiving unit that receives at least the factor selection input FS, the attention factor score SA, and the general factor score SC from the subject S through the network 80.
  • the factor selection input FS is a selection input for selecting a part of the plurality of skin factors F as the attention factor FA.
  • the attention factor score SA is a quantitative input value indicating the degree of expression of the skin case C related to the attention factor FA.
  • the general factor score SC is a quantitative input value indicating the expression level of the skin case C related to the skin factor F (general factor FC) other than the attention factor FA.
  • the computing unit 10 is a means for determining the skin condition of the subject S based on the received factor selection input FS, the attention factor score SA, and the general factor score SC, and includes a CPU.
  • the subject terminal 50 includes an input I / F such as a keyboard, receives the operation input OP of the subject S, and transmits it to the skin condition determination device 100.
  • the test subject terminal 50 is an output unit that presents the determination result determined by the calculation unit 10 to the test subject S.
  • the calculation unit 10 gives the first weight W1 to the attention factor score SA.
  • the computing unit 10 assigns a second weight W2 lower than the first weight W1 to the general factor score SC.
  • the calculation unit 10 calculates the state parameter P from the attention factor score SA to which the first weight W1 is assigned and the general factor score SC to which the second weight W2 is given.
  • the calculating part 10 calculates
  • the output unit (subject terminal 50) outputs a multi-axis chart CH having each of the plurality of state parameters P calculated by the calculation unit 10 as a determination result.
  • the transmission unit 58 of the skin condition determination device 100 transmits a chart CH that is a determination result of the skin condition to the subject terminal 50 through the network 80.
  • the storage unit 40 includes a skin factor storage unit 42, an output information storage unit 44, and a determination result storage unit 46.
  • the skin factor storage unit 42 stores a table representing an attention factor question QA, a general factor question QC, and a palpation question QPP, as will be described later.
  • the skin factor storage unit 42 stores the state parameter P, the first weight ratio W1, and the second weight ratio W2 in association with each other.
  • the output information storage unit 44 stores the beauty-related product PD and the beauty advice MSG in association with the skin score SS of the state parameter P.
  • the determination result accumulation unit 46 stores the skin score SS of the subject S in association with the attributes (residence area RA, age AG, and sex SX).
  • the determination result accumulation unit 46 accumulates and stores skin scores SS relating to a large number of populations.
  • the calculation unit 10 refers to the determination result accumulation unit 46 and calculates an average score AV of the skin score SS of the state parameter P for a population that is conditional on one or more of these attributes.
  • the transmission unit 58 transmits, to the subject terminal 50, the beauty related product PD and the beauty advice MSG called from the output information storage unit 44 in response to the determination result of the skin state by the calculation unit 10, in addition to the chart CH.
  • the skin image display unit 22 is a display unit of the subject terminal 50.
  • the skin image display unit 22 displays a determination result sent from the transmission unit 58 in addition to a display screen that prompts various inputs from the subject S.
  • the skin image display unit 22 displays a first skin image 22a indicating the state of human skin (see FIG. 6).
  • the image transition unit 24 receives the operation input OP of the subject S, and changes the expression level of the skin case C (the melasma under the eyes in FIG. 6) related to the attention factor FA in the first skin image 22a in multiple stages. Means.
  • the input unit 20 is a unit that acquires the attention factor score SA based on the operation input OP received by the image transition unit 24. Details will be described later.
  • FIG. 2 is a flowchart of a skin condition determination method (present method) according to an embodiment of the present invention.
  • FIG. 3 is a diagram showing a parameter table TP showing a list of state parameters P.
  • FIG. 4 is a diagram showing a skin factor table TF showing a list of skin factors F.
  • the parameter table TP and the skin factor table TF are stored in the skin factor storage unit 42 (FIG. 1). Hereinafter, this method will be described in detail.
  • This method is a method for determining the skin condition of the subject S based on a plurality of condition parameters P (FIG. 3: P1 to P6) representing skin characteristics.
  • a plurality of skin factors F (F1 to F13) representing the skin case C are stored in association with each of the plurality of state parameters P1 to P6.
  • An input of the general factor score SC indicating the degree of expression of the skin case C according to the skin factor F (general factor FC) is accepted (FIG.
  • the first weight W1 is assigned to the attention factor score SA
  • the second weight W2 lower than the first weight W1 is assigned to the general factor score SC
  • the attention is given the weight W1.
  • the state parameter P is calculated from the general factor score SC to which the factor score SA and the weight ratio W2 are assigned (FIG. 2: step S60).
  • the skin condition of the subject S is determined based on the calculated condition parameter P (FIG. 2: step S62).
  • FIG. 5 is a diagram showing a product table TD showing a list of beauty related products PD.
  • the subject S selects and inputs one or more beauty-related products PD that he / she uses on a daily basis from the product table TD displayed on the subject terminal 50 (FIG. 2: step S10).
  • the number of types of beauty-related products PD that are presented together with the determination result in the product presentation step S90 is increased or decreased according to the items used by the subject S.
  • No. 7 Base makeup or no. 8: When point makeup is selected and input, the number of types of makeup remover presented in the product presentation step S90 increases.
  • the input unit 20 accepts selection of either the fine mode or the simple mode from the subject S as the mode selection MD.
  • the calculation unit 10 has the attention factor score SA to which the first weight W1 is assigned and the second weight W2. Based on the state parameter P calculated from the given general factor score SC, the skin condition determination result of the subject S is obtained.
  • the input unit 20 omits the input of the factor selection input FS and the attention factor score SA and accepts the input of the general factor score SC.
  • the calculating part 10 calculates
  • ⁇ Fine mode> The fine mode is roughly divided into an input step (steps S30 to S52), a calculation step (steps S60 and S62), and an output step (steps S80 and S90).
  • step S30 a plurality of skin factors F are presented to the subject terminal 50.
  • the subject S selects a part thereof as the attention factor FA.
  • the attention factor FA is a factor corresponding to the skin case C related to the skin trouble of the subject S.
  • extracting the attention factor FA includes various aspects in addition to selecting a part from the skin factor F displayed in a list. For example, what is necessary is just to distinguish attention factor FA and other skin factors F, such as leaving attention factor FA by selectively erasing other skin factors F which subject S does not pay attention from a list.
  • the state parameter P in this method includes sebum amount (P1), water retention (P2), dermis or stratum corneum elasticity (P4), melanin content (P6), blood circulation degree (P5), or ceramide amount ( P3), at least one of them.
  • the skin factor F in this method includes skin greasy (F1), size or quantity of acne or pimples (F2), range or degree of skin roughness (F3), size of spots or freckles Or density (F4), dullness of skin (F5), breadth or redness intensity of the “bear” around the eyes (F5), depth or quantity of fine lines (F6), degree of stratum corneum (F7) ), The degree of skin tension (F8), the degree or quantity of conspicuous pores (F9), and the redness intensity (F11) or whiteness intensity (F10) of the skin.
  • each state parameter P corresponds to a plurality of skin factors F.
  • a common skin factor F may be associated with a plurality of state parameters P.
  • the sebum amount P1 is an estimated amount of sebum that covers the surface of the skin so as not to allow moisture to escape. If the sebum is excessive, it will cause greasy skin (F1), acne and pimple (F2), and conspicuous pores (F9).
  • the water retention power P2 is an estimated value of the force that the whiskers around the keratin fibers constituting the cell catch and retain moisture in the corneocytes. The decrease in the water retention power P2 causes skin roughness, dryness (F3), and stratum corneum tension (F7).
  • the amount of ceramide P3 is an estimated amount of ceramide that keeps moisture between keratinocytes and arranges the cells in an orderly manner to adjust the texture of the skin.
  • the decrease in the amount of ceramide P3 causes skin roughness and dryness (F3) similarly to the water retention power P2, and increases the feeling of skin tension (F8).
  • the decrease in the amount of ceramide P3 causes fine lines (F6).
  • Elasticity P4 is an estimated value of the elasticity of the skin structure in which elastic fibers in the dermis of the skin bundle collagen. The decrease in elasticity P4 causes fine lines (F6) and conspicuous pores (F8).
  • the skin tension (F7) causes a decrease in the elasticity P4.
  • the elasticity P4 of the whole skin can be evaluated by the skin elasticity (F12) by pushing back when the skin is pressed with a fingertip.
  • the blood circulation P5 of the skin represents the quality of skin metabolism. Skin with good blood circulation P5 has a healthy light redness. Skin with poor blood circulation P5 becomes yellowish darkness (F5) or, conversely, has a strong redness (F11) due to congestion.
  • the blood circulation P5 of skin can be evaluated by being skin temperature (F13) which feels moderate warmth without a fire when touching a cheek with a palm.
  • the melanin amount P6 is the skin content of the melanin pigment that determines the whiteness or blackness of the skin color. Skin damage due to ultraviolet rays increases this melanin, causing spots, freckles (F4) and dullness / bearing of the skin (F5). Moreover, when the amount of melanin P6 increases, the conspicuous pores (F9) become conspicuous and the whiteness of the skin (F10) is lost.
  • the transmission unit 58 presents a part or all of the skin factor F included in the skin factor table TF (FIG. 4) to the subject terminal 50.
  • skin factors F1 to F11 are presented to the subject terminal 50.
  • the skin factor F10 (skin whiteness) and the skin factor F11 (skin redness) may be collectively presented to the subject terminal 50 as “skin color”.
  • the subject S selects a part of the skin factors F1 to F11 presented on the subject terminal 50 as the attention factor FA.
  • This method exemplifies a case where skin factor F4 (stains and freckles) and skin factor F5 (dullness and bears) are selected in this order.
  • FIG. 6 is a diagram illustrating an example of a display screen of the subject terminal 50 when skin factor F4 (stain / sobacus) is selected as the first attention factor FA1.
  • skin factor F4 stain / sobacus
  • an attention factor question QA is displayed on the subject terminal 50.
  • the factor of interest question QA is to select the target site where the skin case C suffering from the subject S has developed, and the slider unit so that the skin image display unit 22 appropriately simulates the degree of expression of the skin case C.
  • This message prompts the subject S to operate 24a and 24b.
  • the target site for each skin case C and the skin factor F are associated with each other in the skin factor table TF of FIG. In this embodiment, representative 1 to 3 expression locations of each skin case C are set as target sites.
  • a first skin image 22a in which a skin case C corresponding to the skin factor F4 is illustrated is displayed.
  • the first skin image 22a is a schematic diagram (illustration) or a photograph including at least a part of the face.
  • a dark portion 22b in FIG. 6 illustrates a stain (liver spot) under the eye.
  • the image transition unit 24 displays the skin case C (see FIG. 6 changes the degree of expression of melasma) in multiple stages. Specifically, based on the operation input OP of the slider 24a in the horizontal axis direction, the image transition unit 24 changes the color (lightness) of the dark color portion 22b illustrated in the first skin image 22a to skin color and brown. Vary between. Further, based on the operation input OP of the slider unit 24b in the vertical axis direction, the image transition unit 24 changes the range of the dark color unit 22b to be wide or narrow.
  • the subject S arbitrarily refers to a mirror, an image, etc., and operates the slider portions 24a and 24b so that the dark color portion 22b of the first skin image 22a has the same density and spread as the liver spots under his eyes. To do.
  • the input unit 20 of the skin condition determination apparatus 100 acquires the attention factor score SA corresponding to the coordinate positions of the slider units 24a and 24b after the operation.
  • the attention factor score SA is an answer to the question number Q1.
  • the subject S quantitatively determines the degree of expression of the attention factor score SA in his / her skin by determining the coordinates of the slider parts 24a and 24b using the degree of appearance of the skin case C in the first skin image 22a as a determination index. Can be entered. Therefore, the subject S can easily answer the attention factor score SA in multiple stages.
  • FIG. 7 is a diagram showing an example of the scoring table TS of the attention factor score SA.
  • the scoring table TS is stored in the skin factor storage unit 42.
  • a different scoring table TS for each target part may be stored in the skin factor storage unit 42.
  • the calculation unit 10 refers to the scoring table TS of the skin factor storage unit 42 and acquires the attention factor score SA indicated by the coordinate values.
  • an attention factor score SA is recorded at the intersection of the coordinates (0 to 10) of the slider portion 24a and the coordinates (0 to 10) of the slider portion 24b.
  • the lowest of the attention factor scores SA is 2 points, and the highest is 7 points.
  • the attention factor score SA is evaluated with a maximum score of 10 irrespective of the highest score stored in the scoring table TS.
  • the coordinate is set to 10.
  • the coordinate 0.
  • the coordinate 0.
  • the coordinate 10.
  • the skin factor C is estimated to be milder as the range of the melasma under the eyes of the subject S input by the slider parts 24a and 24b is narrower and the color is lighter, and the attention factor score SA is set higher. It is.
  • the attention factor score SA decreases as the range of the melasma of the input subject S increases and the color becomes darker. This is because the skin case C of the attention factor FA is estimated to be serious.
  • the subject S sequentially selects a plurality of target portions for one attention factor FA, operates the slider portions 24a and 24b for each, and inputs the coordinate values to the input portion 20. Also good.
  • the calculation unit 10 may acquire the attention factor score SA with reference to the scoring table TS corresponding to each target region, and acquire the score of the lowest score among them as the attention factor score SA.
  • the expression degree of the skin case C can be quantified by the target part where the skin case C is the most serious.
  • a representative finite number of expression points (target sites) of skin case C are associated with the skin factor F in advance, and one or more of them are selected by the subject S to receive the attention factor score SA.
  • the expression states of the skin cases of many subjects S can be covered, and the subject S can easily input the attention factor score SA.
  • the number of target parts to be stored in association with the skin factor F in the skin factor table TF is preferably 1 to 5, more preferably 1 to 3.
  • FIG. 8 is a diagram showing an example of a display screen of the subject terminal 50 when skin factor F5 (dullness / bear) is selected as the second attention factor FA2.
  • skin factor F5 duellness / bear
  • an attention factor question QA On the subject terminal 50, an attention factor question QA, a skin image display unit 22, and slider units 24a and 24b are displayed.
  • the skin image display unit 22 displays a second skin image 22c in which a skin case C corresponding to the skin factor F5 is illustrated.
  • the target site of skin factor F5 (dullness / bear) is the entire face and around the eyes.
  • the dark portion 22d in FIG. 8 illustrates the “bear” around the eye.
  • FIG. 9 is a diagram showing a scoring table TS of the attention factor score SA regarding the second attention factor FA2.
  • the attention factor score SA is set to be higher as the “bear” range of the subject S input by the slider parts 24a and 24b is narrower and the color is lighter. On the contrary, the attention factor score SA is set to be lower as the range of “bear” of the input subject S is wider and the color is darker.
  • the attention factor score SA is an answer to the question number Q2.
  • the dark color portion 22b of the first skin image 22a corresponds to the melasma that is a stain under the eyes
  • the dark color portion 22d of the second skin image 22c corresponds to the “bear” around the eyes.
  • melasma is a skin case derived from melanin, and is classified into the same skin factor F4 as a stain.
  • the melasma is derived from the melanin concentration in the deep part of the dermis and is generally expressed symmetrically in both eyes. On the other hand, it is common for a bear to appear on one side of one eye or asymmetrically in the case of both eyes.
  • the skin image display unit 22 includes a first skin image 22a having a symmetric dark portion 22b (liver spot) at the lower part of both eyes and a dark portion 22d (bear) that is asymmetrical around the eyes. And a second skin image 22c having.
  • the image transition unit 24 changes the bluish color of the dark color part 22b (liver spot) of the first skin image 22a and the reddish color of the dark color part 22d (bear) of the second skin image 22c.
  • the symmetry of the dark portions 22b and 22d is different between the first skin image 22a showing melasma and the second skin image 22c showing a bear.
  • the image transition unit 24 changes the bluishness (the density of the blue component) of the dark color portion 22b in the first skin image 22a, thereby expressing the degree of measles development.
  • the redness (density of red component) of the dark color portion 22d in the second skin image 22c is changed by the image transition portion 24.
  • the color of the dark color portion 22d is changed between red and brown. It is emphasized that this represents the degree of expression of “Kuma”.
  • the skin factor F4 of melasma and the skin factor F5 of “Kuma” are different from each other. Therefore, if the attention factor score SA is input by confusion between the two, the determination result of the skin state may be greatly different. There is sex.
  • the subject S has the dark color around the eyes of his / her face as melasma.
  • the skin factor F can be appropriately selected without confusion about whether it is a “bear”. Thereby, according to this method, the test subject's S skin state can be determined correctly.
  • step S40 the transmission unit 58 (see FIG. 1) presents to the subject terminal 50 a general factor question QC related to another skin factor F (general factor FC) that has not been selected as the attention factor FA. Then, the input unit 20 receives an answer to the general factor question QC from the subject S.
  • general factor FC skin factor F
  • FIG. 10 is a diagram showing a general factor table TC showing a list of general factors FC.
  • a general factor question QC with question numbers Q3 to Q11 is presented to the subject S. Answers to the general factor question QC are selectively received from three options for each question. Two or three general factor scores SC are associated with these three options.
  • the input unit 20 of the skin condition determination device 100 acquires the general factor score SC for a part or all of the list of general factors FC.
  • the input unit 20 selectively accepts the input of the general factor score SC from a plurality of (2 to 3) stage options. Then, the input unit 20 selectively accepts the input of the attention factor score SA from options of multiple levels (5 to 10 levels) than the general factor score SC. Thereby, the subject S can be inquired in detail about the expression level of the attention factor FA, and the subject S can be easily inquired about the expression level of other general factors FC. For this reason, the determination result according to the subject's S trouble can be obtained, reducing the medical examination burden of the subject S.
  • step S40 the input of the general factor score SC regarding the skin factor F (skin factors F4 and F5) selected as the attention factor FA is omitted.
  • step S50 the transmission unit 58 (see FIG. 1) presents the palpation question QPP to the subject terminal 50. And the input part 20 further receives the palpation score SPP showing the palpation result of the skin which the test subject S performed as a reply with respect to this palpation question QPP.
  • FIG. 11 is a diagram showing a palpation table TPP showing a list of palpation questions QPP.
  • up to four palpation questions QPP with question numbers Q12 to Q15 are presented to the subject terminal 50.
  • Q12 is a question regarding skin feel, and is classified into skin factor F3 (skin roughness / dryness).
  • Q13 is a question related to the amount of sebum, and is classified into skin factor F1 (greasiness).
  • Q14 is a question regarding skin elasticity (skin factor F12) derived from the elasticity of the dermis.
  • Q15 is a question regarding skin temperature (skin factor F13).
  • the palpation score SPP includes a question indicating the degree of elasticity (skin elasticity) of the dermis of the subject S or the skin temperature.
  • the question regarding the skin condition that is difficult to appear visually is presented to the subject S as the palpation question QPP. This makes it possible to interrogate not only questions that are determined and input from the appearance of the skin, such as the attention factor score SA, but also skin factors F that are difficult to determine from the appearance.
  • the answer of the palpation score SPP to the palpation question QPP is based on the coordinates of the slider portions 24a and 24b by changing the display mode of the skin image display portion 22 in multiple stages by the slider portions 24a and 24b.
  • the input unit 20 may acquire the information.
  • the answer of the palpation score SPP is selectively received from options of multiple levels (5 to 10 levels) than the general factor score SC, similarly to the attention factor score SA. In this method, the palpation score SPP is evaluated with a maximum of 10 points.
  • step S30 when the subject S selects the skin factor F3 or the skin factor F1 as the attention factor FA from the skin factor table TF (see FIG. 4) and inputs the attention factor score SA, it overlaps with this in step S50.
  • the palpation question QPP related to the skin factor is omitted.
  • the examination load of the subject S is reduced.
  • the question number Q12 is omitted in step S50.
  • the question number Q13 is omitted in step S50.
  • Skin factor F3 (cracking / drying) is a typical question regarding water retention power P2 and ceramide amount P3.
  • step S30 or step S50 it is preferable to obtain a finer (multistage) answer than the general factor score SC as the attention factor score SA or palpation score SPP.
  • skin factor F1 greysiness
  • the attention factor score SA or the palpation score SPP is acquired more finely (multistage) than the general factor score SC in either one of step S30 and step S50.
  • the input unit 20 further receives an attribute input indicating the residence area RA, the age AG, or the sex SX of the subject S.
  • an attribute input indicating the residence area RA, the age AG, or the sex SX of the subject S.
  • statistical data regarding the determination result of the skin condition for each accepted residential area RA, age AG or sex SX is used as the determination result of the skin condition of the subject S ( Output in comparison with skin score SS).
  • the skin score SS is a score obtained by quantifying the skin state of the subject S for each state parameter P.
  • step S60 the calculation unit 10 calculates the state parameter P after assigning weights to the attention factor score SA and the general factor score SC.
  • the first weight W1 assigned to the attention factor score SA is larger than the second weight W2 assigned to the general factor score SC.
  • the calculation unit 10 calculates a state parameter P by adding an intermediate weight (third weight W3) between the first weight W1 and the second weight W2 to the palpation score SPP. .
  • FIG. 12 is a diagram showing the weight ratio table TW.
  • 13 and 14 are diagrams showing matrices M1 to M12 representing the first to third weight ratios W1 to W3.
  • the first to third weight ratios W1 to W3 are defined as elements of the matrices M1 to M12. These matrices are stored in the skin factor storage unit 42 (see FIG. 1).
  • the calculation of the state parameter P in this method is performed as follows. As described above, the case where the skin factor F4 is selected as the first attention factor FA1 and the skin factor F5 is selected as the second attention factor FA2 in step S30 is illustrated. As shown in FIG. 3, regarding the amount of sebum P1, the water retention power P2, the amount of ceramide P3, and the elasticity P4, the skin factor F4 or F5 is not included in the corresponding skin factor. Therefore, the skin score SS of these state parameters P is calculated based only on the general factor score SC and the palpation score SPP. As described above, regarding the state parameter P that does not include the attention factor FA, the skin score SS is calculated by assigning a weight equal to the general factor score SC and the palpation score SPP.
  • the amount of sebum P1 will be exemplified and described more specifically.
  • the skin factor F1 (FIG. 10: Q3), F2 (FIG. 10: Q4), F9 (FIG. 10: Q9) general factor score SC associated with the sebum amount P1, and palpation score SPP applied to Q13 are each 0.
  • the score is converted to a score of 1 or less and multiplied by a weight factor of 25.
  • the skin factor F1 (Q3) is 3 points
  • the skin factor F2 (Q4) is 2 points
  • the skin factor F9 (Q9) is 1 point with respect to the general factor score SC (full score of 3).
  • the palpation score SPP according to Q13 is 5 out of 10 points.
  • the blood circulation P5 which is the state parameter P associated with the attention factor FA (skin factor F5)
  • the matrix (M8) described second in the weight table TW is selected.
  • the matrix (M7) is selected.
  • the state parameter P includes both the first attention factor FA1 and the second attention factor FA2, the third matrix (M9) is selected.
  • the matrix M8 is a matrix with three rows and two columns.
  • the number of columns of the first and second matrices (M1, M2, M4, M5, M7, M8, M10, M11) in the weight table TW is the palpation score SPP among the skin factors F corresponding to the state parameter P. This corresponds to the number of factors excluding those related to. Since the blood circulation P5 corresponds to two skin factors F (F5 and F11) except for the skin factor F13 related to the palpation score SPP, the number of columns of the matrix M8 is two. Of these, the first column (46, 27, 27) corresponds to the weight when the skin factor F5 is the attention factor FA, and the second column corresponds to the weight when the skin factor F11 is the attention factor FA.
  • the skin score SS is calculated by performing an inner product calculation with the rate W1 to the third weight rate W3.
  • the attention factor score SA of skin factor F5 is 6 points out of 10 points
  • the general factor score SC of skin factor F11 is 1 point out of 3
  • the palpation score SPP of skin factor F13 is 10 points 5 points out of the maximum.
  • the melanin amount P6 which is a state parameter P associated with the first attention factor FA1 (skin factor F4) and the second attention factor FA2 (skin factor F5), is also calculated using a matrix as follows. Is done.
  • the third matrix (M12) is selected.
  • the matrix M12 is a matrix with 4 rows and 6 columns.
  • the number of columns of the third matrix (M3, M6, M9, M12) in the weight table TW is two from the number of factors excluding those related to the palpation score SPP among the skin factors F corresponding to the state parameter P. It corresponds to the number of combinations to be selected.
  • the number of columns of the matrix M12 is six.
  • the first column (30, 30, 20, 20) represents the weight when the combination of the first attention factor FA1 and the second attention factor FA2 is the skin factors F4 and F5. That is, the first weight W1 given to the attention factor score SA (skin factors F4, F5) is 30, and the second weight W2 given to the general factor score SC (skin factors F10, F9) is , 20, which is smaller than the first weight factor W1.
  • the skin score SS of the melanin amount P6 is calculated.
  • the attention factor score SA of skin factor F4 is 4 out of 10 points
  • the attention factor score SA of skin factor F5 is 6 points out of 10
  • the general factor score SC of skin factor F10 is 3
  • the general factor score SC of 2 points out of a full score and the skin factor F9 is set as 1 point out of 3 points.
  • the skin score SS of the state parameter P is calculated.
  • the skin score SS of the subject S is recorded in the determination result accumulation unit 46, and the average score AV is updated.
  • the attention factor scores SA for these skin factors F are determined.
  • 50 is given as the first weight ratio W1.
  • the general factor score SC is given 15 as the second weight W2
  • the palpation score SPP is given 20 as the third weight W3. That is, the factor of interest SA, the palpation score SPP, and the general factor score SC are in order of increasing weighting.
  • a large weight is assigned in the order of the attention factor score SA, the palpation score SPP, and the general factor score SC.
  • step S62 the skin state of the subject S is determined based on the tendency of the skin score SS calculated for each state parameter P.
  • Various methods can be adopted as a specific method for determining the skin condition.
  • the skin of the subject S is classified into one of the nine skin attributes CS according to the skin score SS of the state parameters P1 to P3, and the subject S is classified into two skin trends according to the magnitude relationship of the state parameters P4 to P6. To do.
  • FIG. 15 is a diagram illustrating an example of a calculation result of the skin score SS. The description of specific numerical values is omitted.
  • FIG. 16 is a diagram illustrating an example of the skin attribute CS of the subject. In FIG. 16, a product table TD in which identification numbers of beauty-related products PD suitable for each skin attribute CS are associated is also shown.
  • the skin attribute CS can be classified by the magnitude of the skin score SS of the state parameter P1 (sebum amount) and the magnitude of the average skin score SS of the state parameter P2 (water retention) and the state parameter P3 (ceramide amount). it can. Moreover, you may classify
  • the skin score SS of the sebum amount P1 is classified into three groups of o (greasy), n (medium), and d (dry). Furthermore, it classify
  • the age group is further classified into three levels for the nine skin attributes CS obtained by multiplying these groups.
  • the identification number of the beauty related product PD that matches the subject S of each category is associated.
  • the product table TD is stored in the output information storage unit 44 (see FIG. 1).
  • the calculation unit 10 of the skin condition determination apparatus 100 refers to the output information storage unit 44 and extracts the beauty-related product PD associated with the skin attribute CS to which the subject S belongs.
  • the subject S is determined by the magnitude relationship between the skin score SS of elasticity P4 (hereinafter referred to as elasticity value) and the average skin score SS of blood circulation P5 and melanin amount P6 (hereinafter referred to as skin color value). Are classified into two skin tendencies.
  • the calculation unit 10 of the skin condition determination device 100 selects the beauty related product PD including the active ingredient for giving priority to the improvement of the elasticity P4 such as the softening of the stratum corneum. Extract.
  • the calculation unit 10 of the skin condition determination apparatus 100 includes a beauty-related product including an active ingredient that improves the blood circulation P5 or the melanin amount P6 such as a blood circulation accelerator or a whitening agent. Extract PD.
  • FIG. 17 is an example of a determination result displayed and output on the subject terminal 50 in step S80.
  • This determination result includes the chart CH, the beauty related product PD, and the beauty advice MSG.
  • the specific content of the beauty advice MSG is not shown.
  • the chart CH output by this method is displayed by comparing each value of the skin score SS of the state parameters P1 to P6 related to the subject S and the average score AV of the skin score SS of the population having the same attribute as the subject S. It is a radar chart.
  • the beauty advice MSG is stored in advance in the output information storage unit 44 for each tendency of the skin score SS of the state parameters P1 to P6.
  • the calculation unit 10 refers to the output information storage unit 44 and extracts the beauty advice MSG corresponding to the calculated skin score SS.
  • the calculation unit 10 transmits the beauty advice MSG to the subject terminal 50 through the transmission unit 58, and displays and outputs the beauty advice MSG (see FIG. 1).
  • the output of the beauty related product PD will be described later.
  • step S22 N
  • the mode shifts to the simple mode in which the skin condition is easily determined without inputting the attention factor score SA and the palpation score SPP.
  • the simple mode is roughly divided into an input step (steps S71 and S72), a calculation step (step S73), and an output step (steps S80 and S90).
  • skin factors F1 to F11 are presented to the subject S as general factor questions QC (see FIG. 10).
  • the subject S operates the subject terminal 50 and inputs the general factor score SC as an answer (FIG. 2: step S71).
  • the input unit 20 receives an attribute input indicating the residence area RA, age AG, or sex SX of the subject S (FIG. 2: step S72).
  • the calculation unit 10 calculates the state parameters P1 to P6 based on the general factor score SC (FIG. 2: step S73). In the simple mode, no weight is given to the general factor score SC.
  • the skin score SS of the state parameters P1 to P6 is calculated from the total score of the general factor scores SC regarding 2 to 4 skin factors F1 to F11 (excluding skin factors related to palpation) associated with the state parameters P1 to P6 ( (See parameter table TP in FIG. 3).
  • the calculation unit 10 refers to the output information storage unit 44 and extracts the beauty related product PD based on the skin score SS.
  • ⁇ Product presentation method> product presentation of the beauty related product PD is performed using the above-described skin condition determination method.
  • This product presentation method classifies the skin state of the subject S into a plurality of categories based on the calculated values of the plurality of state parameters P, and presents the beauty-related product PD previously associated with the classified categories. It is.
  • the determination result displayed and output on the subject terminal 50 includes information (image, name, etc.) for specifying the presented beauty-related product PD.
  • the names of the beauty-related products PD skin lotion, daytime emulsion, beauty serum, moisturizer
  • respective images are displayed and output.
  • the calculation unit 10 extracts the beauty related product PD and the beauty advice MSG stored in the output information storage unit 44 based on the category to which the subject S belongs, and transmits them through the transmission unit 58.
  • the state parameter P includes the melanin content (melanin amount P6) and the degree of blood circulation (blood circulation P5).
  • the beauty-related product PD may include a moisturizer, a facial cleanser or a makeup remover containing a whitening agent or a blood circulation promoter. Then, when the calculated melanin content (skin score SS of melanin amount P6) is equal to or greater than one threshold, a moisturizer, facial cleanser or makeup remover containing a whitening agent is presented. In addition, when the calculated blood circulation degree (skin score SS of blood circulation P5) is equal to or higher than another threshold value, a moisturizer, face cleanser or makeup remover containing a blood circulation promoter is presented.
  • Moisturizer is a cosmetic product that contacts the skin for a long time and penetrates the skin.
  • the humectant containing the whitening agent in particular can sufficiently obtain the whitening effect as well as the moisturizing effect over a long period of time. Therefore, when the melanin amount P6 of the subject S is equal to or greater than a predetermined threshold, it is very useful to present a moisturizer containing a whitening agent.
  • the facial cleanser and the makeup remover are applied while rubbing the skin, the effect of massaging the skin is simultaneously exhibited during the application. For this reason, the facial cleanser and makeup remover containing a blood circulation promoter have a high effect of promoting blood circulation of the skin of the subject S and eliminating congestion.
  • the blood circulation P5 of the subject S is greater than or equal to a predetermined threshold, it is very useful to present a facial cleanser or makeup remover containing a blood circulation promoter.
  • the facial cleanser and makeup remover containing a blood circulation promoter include foam-like agents containing carbon dioxide gas.
  • a high weight is assigned to the attention factor score SA corresponding to the skin trouble of the subject S, and a low non-zero weight is assigned to the other general factor scores SC, and the state parameter P1.
  • ⁇ P6 is evaluated comprehensively.
  • the attention factor score SA can be obtained in detail according to the expression state of the skin case C by making the scoring table TS different for each target site.
  • the score of the latter score table TS is set to be low overall in order to judge that a state in which a certain skin case C is expressed prominently locally is more serious than a state in which the skin is expressed on the entire face. Can be kept. In this way, by setting a finite number of target regions for each skin case C, it is possible to obtain the attention factor score SA that accurately represents the skin state while reducing the load of operation input by the subject S. It is.
  • FIG. 1 illustrates the case where the present method is provided to the subject terminal 50 (computer 52, portable terminal 54) through the network 80, but the present invention is not limited to this.
  • FIG. 18 is a functional block diagram illustrating a modified example of the skin condition determination device 100.
  • the skin condition determination device 100 is a so-called stand-alone device and is installed in a store or the like.
  • the skin condition determination method and the product presentation method performed using the skin condition determination device 100 are the same as those in the above embodiment.
  • the skin condition determination apparatus 100 is an apparatus that determines the skin condition of the subject S based on a plurality of condition parameters P representing skin characteristics, and includes the storage unit 40, the input unit 20, and the calculation unit 10. Including.
  • the storage unit 40 stores a plurality of skin factors F representing the skin case C in association with each of the state parameters P.
  • the input unit 20 includes a factor selection input FS for selecting a part of the plurality of skin factors F as the focused factor FA, a focused factor score SA indicating the expression level of the skin case C related to the focused factor FA, and the focused factor FA.
  • An input of a general factor score SC indicating the degree of expression of skin case C related to other skin factor F (general factor FC) is accepted.
  • the calculation unit 10 determines the skin state based on the received factor selection input FS, the attention factor score SA, and the general factor score SC. Specifically, the computing unit 10 assigns the first weight W1 to the attention factor score SA, and assigns the second weight W2 lower than the first weight W1 to the general factor score SC.
  • the state parameter P is calculated from the attention factor score SA assigned W1 and the general factor score SC assigned weight W2.
  • the calculating part 10 calculates
  • the skin condition determination apparatus 100 includes an input unit 20 that receives an operation input OP by the subject S and an output unit 56 that performs various display outputs.
  • the output unit 56 presents the attention factor question QA, the general factor question QC, and the palpation question QPP to the subject S, and outputs determination results such as the chart CH, the beauty advice MSG, and the beauty related product PD.
  • the image transition part 24 receives the test subject's S operation input OP, and changes the display mode of the 1st skin image 22a and the 2nd skin image 22c.
  • the output unit 56 functions as the skin image display unit 22.
  • a skin condition determination method for determining a subject's skin condition based on a plurality of condition parameters representing skin characteristics, wherein a plurality of skin factors representing skin cases are associated with each of the condition parameters.
  • a factor selection input for selecting a part of the plurality of skin factors as a factor of interest, a factor of interest score indicating the degree of expression of the skin case related to the factor of interest, and a factor other than the factor of interest
  • An input of a general factor score indicating the degree of expression of the skin case related to the skin factor is received, a first weight is given to the attention factor score, and the general factor score is lower than the first weight Giving a second weighting rate, calculating the state parameter from the attention factor score and the general factor score to which the weighting rate is assigned, and based on the calculated state parameter, Skin state determination method characterized by determining a state;
  • State determination method (3) The selection of two or more of the attention factors as the factor selection input is sequentially accepted, and the first weighting ratio that is different according to the selection order of the attention factors is given to the attention factor score.
  • the skin condition judging method is the greasyness of the skin, the size or quantity of acne or pimples, the range or degree of skin roughness, the size or concentration of spots or freckles, dullness of the skin, Width or redness, depth or quantity of fine lines, degree of stratum corneum, degree of skin tension, degree or quantity of conspicuous pores, or intensity of redness or whiteness of skin
  • the skin condition determination method including at least one of the following: (7) The skin condition determination method according to any one of (1) to (6), further receiving a palpation score representing a result of palpation of the skin performed by the subject himself; (8) The skin condition determination method according to (7), wherein the palpation score indicates the degree of elasticity of the dermis or the skin temperature of the subject; (9) Further accepting an input indicating the residential area, age or sex of the subject, and receiving statistical data on the received judgment result of the skin condition for each residential area, the age or the sex
  • a moisturizer, facial cleanser or makeup remover containing a whitening agent is presented when the content is greater than or equal to one threshold, and a blood circulation promoter is included when the calculated degree of blood circulation is greater than or equal to the other threshold
  • a moisturizing agent, facial cleanser, or makeup remover Presenting a moisturizing agent, facial cleanser, or makeup remover, wherein the product presenting method according to the above (10);
  • a skin condition determination system for determining a subject's skin condition based on a plurality of condition parameters representing skin characteristics, wherein a plurality of skin factors representing skin cases are associated with each of the condition parameters.
  • a storage unit that stores the selected factor, a factor selection input that selects a part of the plurality of skin factors as a target factor, a target factor score that indicates an expression degree of the skin case related to the target factor, and other than the target factor
  • An input unit that receives an input of a general factor score indicating the degree of expression of the skin case related to the skin factor from the subject through the network, the received factor selection input, the attention factor score, and the general factor score
  • a calculation unit that determines the skin condition, and an output unit that presents the determined determination result to the subject.
  • a skin condition determination system that calculates a state parameter and obtains the determination result of the skin condition of the subject based on the calculated state parameter; (13)
  • the input unit accepts selection of either the fine mode or the simple mode from the subject, and the fine mode is accepted, the arithmetic unit obtains the attention factor score to which the weight is given and Based on the state parameter calculated from the general factor score, the skin condition of the subject is determined, and when the simple mode is accepted, the input unit omits the factor selection input and the attention factor score input.
  • State determination system (14) A skin condition determination apparatus that determines a subject's skin condition based on a plurality of condition parameters representing skin characteristics, wherein a plurality of skin factors representing skin cases are associated with each of the condition parameters.
  • a storage unit that stores the selected factor, a factor selection input that selects a part of the plurality of skin factors as a target factor, a target factor score that indicates an expression degree of the skin case related to the target factor, An input unit that accepts an input of a general factor score indicating an expression level of the skin case related to the skin factor, and the skin condition based on the accepted factor selection input, the attention factor score, and the general factor score
  • a computing unit for determining wherein the computing unit assigns a first weighting factor to the factor of interest score and a second weighting factor lower than the first weighting factor to the general factor score
  • the condition parameter is calculated from the attention factor score and the general factor score to which the weight ratio is given, and the determination result of the skin condition of the subject is obtained based on the calculated condition parameter State determination device;
  • the skin condition determination device according to (14), further including an output unit that outputs, as the determination result, a multi-axis chart having the plurality of condition parameters calculated by the calculation unit as axes.
  • a skin image display unit that displays a skin image indicating a skin state, and an image that receives an operation input of the subject and changes the expression level of the skin case related to the attention factor in the skin image in multiple stages.
  • a skin state determination device according to (14) or (15), further including a transition unit, wherein the input unit acquires the attention factor score based on the operation input received by the image transition unit;
  • the skin image display unit displays a first skin image having a symmetric dark color portion at the lower part of both eyes and a second skin image having a symmetric dark color portion around the eyes.
  • the image transition unit is configured to change the blueness of the dark portion of the first skin image and the redness of the dark portion of the second skin image, respectively.
  • the skin condition determination apparatus as described in 16).
  • the above embodiment further includes the following technical idea.
  • the input unit selectively receives the input of the general factor score from a plurality of stages of options, and selectively receives the input of the attention factor score from options of a number of stages higher than the general factor score.
  • the skin condition determination system according to (13); (19) The input unit sequentially accepts selection of two or more attention factors as the factor selection input, and gives the attention factor score different first weights depending on the selection order of the attention factors.
  • the skin condition determination system according to any one of the above; (21) The above (12), (13), wherein the state parameter includes at least one of sebum amount, water retention, dermis or stratum corneum elasticity, melanin content, blood circulation degree, or ceramide amount.
  • the skin condition determination system in any one of (18) to (20); (22)
  • the skin factor is the greasyness of the skin, the size or quantity of acne or pimples, the range or extent of skin roughness, the size or concentration of spots or freckles, dullness of the skin, Width or redness, depth or quantity of fine lines, degree of stratum corneum, degree of skin tension, degree or quantity of conspicuous pores, or intensity of redness or whiteness of skin
  • the skin condition determination system according to (21) including at least one of: (23)
  • a product presentation system that classifies the skin condition of the subject into a plurality of categories based on a parameter value, and presents beauty-related products associated with the classified categories in advance;
  • the state parameter includes a melanin content and a degree of blood circulation
  • the beauty-related product includes a moisturizer, a facial cleanser or a makeup remover containing a whitening agent or a blood circulation promoter
  • the calculation unit includes: When the calculated melanin content is greater than or equal to one threshold, present a moisturizer, facial cleanser or makeup remover containing a whitening agent, and the calculated degree of blood circulation is greater than or equal to another threshold.

Abstract

A skin condition determination system (200) determines the skin condition of a subject (S) on the basis of a plurality of condition parameters representing skin characteristics. The skin condition determination system (200) comprises a calculation unit (10), input unit (20) and storage unit (40). The storage unit (40) stores a plurality of skin factors representing skin cases, in association with each of the plurality of condition parameters representing skin characteristics. The input unit (20) receives input of a factor selection input (FS), focus factor score (SA), and general factor score (SC) from the subject (S) via a network (80). The calculation unit (10) is a means for determining the skin condition of the subject (S) on the basis of the received factor selection input (FS), focus factor score (SA), and general factor score (SC). The calculation unit (10) calculates the condition parameters from the focus factor score (SA) to which a first weighting is applied and the general factor score (SC) to which a second weighting is applied.

Description

肌状態判定方法および商品提示方法Skin condition determination method and product presentation method
 本発明は、被験者の肌状態を判定する肌状態判定方法、肌状態判定システムおよび肌状態判定装置、ならびにこの肌状態判定方法を用いた商品提示方法に関する。 The present invention relates to a skin condition determination method, a skin condition determination system, a skin condition determination apparatus, and a product presentation method using the skin condition determination method for determining a skin condition of a subject.
 この種の技術に関しては、美容カウンセラーが被験者に対面式で問診をしたり、特殊な光学機器で被験者の肌表面を観察したりすることを通じて被験者の肌状態を判定することが行われている。 With regard to this type of technology, a beauty counselor interviews a subject in a face-to-face manner or determines the subject's skin condition by observing the subject's skin surface with a special optical device.
 特許文献1には、被験者の肌状態を推定して、この被験者に適した美容関連商品を提示する美容カウンセリング方法が記載されている。この美容カウンセリング方法では、固体撮像素子およびプローブといった特殊な光学機器を用いて肌表面の凹凸形状や水分量等のパラメータ値を計測し、この計測値に基づいて被験者の肌状態を推定する。 Patent Document 1 describes a beauty counseling method for estimating the skin condition of a subject and presenting beauty-related products suitable for the subject. In this beauty counseling method, parameter values such as the uneven shape of the skin surface and the amount of moisture are measured using a special optical device such as a solid-state imaging device and a probe, and the skin state of the subject is estimated based on the measured values.
 特許文献2には、皮脂過剰因子と肌乾燥因子に関する複数の設問を被験者に提示し、その回答入力に基づいて被験者の肌のタイプを推定する美容判定方法が記載されている。たとえば皮脂過剰因子は、ニキビ、毛穴の汚れ、吹き出物、肌のキメなどの複数の肌症例の発現度合いに基づいて評価している。 Patent Document 2 describes a beauty determination method for presenting a subject with a plurality of questions regarding a sebum excess factor and a skin dryness factor, and estimating the subject's skin type based on the input of the answer. For example, the excess sebum factor is evaluated based on the degree of expression of a plurality of skin cases such as acne, pore dirt, pimples, and skin texture.
特開2003-085303号公報JP 2003-085303 A 特開2010-136893号公報JP 2010-136893 A
 本発明の肌状態判定方法は、肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定するものである。この肌状態判定方法では、状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶しておく。複数の肌因子のうちの一部を注目因子として選択する因子選択入力と、この注目因子にかかる肌症例の発現度合いを示す注目因子スコアと、注目因子以外の肌因子にかかる上記肌症例の発現度合いを示す一般因子スコアと、の入力を受け付ける。上記注目因子スコアに第一の重率を付与し上記一般因子スコアに第一の重率よりも低い第二の重率を付与する。これらの重率が付与された注目因子スコアおよび一般因子スコアから上記状態パラメータを算出し、算出された状態パラメータに基づいて被験者の肌状態を判定する。 The skin condition determination method of the present invention is to determine the skin condition of a subject based on a plurality of condition parameters representing skin characteristics. In this skin condition determination method, a plurality of skin factors representing skin cases are associated with each condition parameter and stored. Factor selection input for selecting a part of a plurality of skin factors as a focus factor, a focus factor score indicating the degree of expression of a skin case related to the focus factor, and the expression of the skin case related to a skin factor other than the focus factor The general factor score indicating the degree is input. A first weight is given to the attention factor score, and a second weight lower than the first weight is given to the general factor score. The state parameter is calculated from the attention factor score and the general factor score to which these weight ratios are given, and the skin state of the subject is determined based on the calculated state parameter.
 本発明の商品提示方法は、上記の肌状態判定方法を用いた商品提示方法であって、算出された複数の上記状態パラメータの値に基づいて被験者の肌状態を複数のカテゴリに分類し、分類されたカテゴリに予め対応づけられた美容関連商品を提示することを特徴とする。 The product presentation method of the present invention is a product presentation method using the above skin condition determination method, classifying the skin condition of the subject into a plurality of categories based on the calculated values of the plurality of condition parameters, and classifying The present invention is characterized by presenting a beauty-related product previously associated with a given category.
 本発明の肌状態判定システムは、肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する。この肌状態判定システムは、記憶部、入力部、演算部および出力部を含む。記憶部は、上記複数の状態パラメータのそれぞれに対して肌症例を表す複数の肌因子を対応づけて記憶する。入力部は、複数の肌因子のうちの一部を注目因子として選択する因子選択入力と、注目因子にかかる肌症例の発現度合いを示す注目因子スコアと、注目因子以外の肌因子にかかる肌症例の発現度合いを示す一般因子スコアと、の入力を、ネットワークを通じて被験者から受け付ける。演算部は、上記で受け付けた因子選択入力、注目因子スコアおよび一般因子スコアに基づいて肌状態を判定する。出力部は、判定された判定結果を被験者に提示する。
 上記の演算部は、注目因子スコアに第一の重率を付与し、一般因子スコアに第一の重率よりも低い第二の重率を付与する。さらに、これらの重率が付与された注目因子スコアおよび一般因子スコアから状態パラメータを算出し、算出された状態パラメータに基づいて被験者の肌状態の判定結果を求める。
The skin condition determination system of the present invention determines the skin condition of a subject based on a plurality of condition parameters representing skin characteristics. The skin condition determination system includes a storage unit, an input unit, a calculation unit, and an output unit. A memory | storage part matches and memorize | stores the several skin factor showing a skin case with respect to each of said several state parameter. The input unit is a factor selection input for selecting a part of a plurality of skin factors as an attention factor, an attention factor score indicating the degree of expression of a skin case relating to the attention factor, and a skin case relating to a skin factor other than the attention factor An input of a general factor score indicating the degree of expression is received from the subject through the network. The calculation unit determines the skin state based on the factor selection input, the attention factor score, and the general factor score received above. The output unit presents the determined determination result to the subject.
The calculation unit assigns a first weighting factor to the attention factor score, and assigns a second weighting factor lower than the first weighting factor to the general factor score. Furthermore, a state parameter is calculated from the attention factor score and the general factor score to which these weight ratios are given, and a determination result of the subject's skin state is obtained based on the calculated state parameter.
 本発明の肌状態判定装置は、肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する。この肌状態判定装置は、記憶部、入力部および演算部を含む。記憶部は、上記複数の状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶する。入力部は、複数の肌因子のうちの一部を注目因子として選択する因子選択入力と、注目因子にかかる肌症例の発現度合いを示す注目因子スコアと、注目因子以外の肌因子にかかる肌症例の発現度合いを示す一般因子スコアと、の入力を受け付ける。演算部は、上記で受け付けた因子選択入力、注目因子スコアおよび一般因子スコアに基づいて肌状態を判定する。
 上記の演算部は、注目因子スコアに第一の重率を付与し、一般因子スコアに第一の重率よりも低い第二の重率を付与する。さらに、これらの重率が付与された注目因子スコアおよび一般因子スコアから状態パラメータを算出し、算出された状態パラメータに基づいて被験者の肌状態の判定結果を求める。
The skin condition determination apparatus of the present invention determines the skin condition of a subject based on a plurality of condition parameters representing skin characteristics. This skin condition determination apparatus includes a storage unit, an input unit, and a calculation unit. A memory | storage part matches and memorize | stores the some skin factor showing a skin case with respect to each of said several state parameter. The input unit is a factor selection input for selecting a part of a plurality of skin factors as an attention factor, an attention factor score indicating the degree of expression of a skin case relating to the attention factor, and a skin case relating to a skin factor other than the attention factor An input of a general factor score indicating the degree of expression is received. The calculation unit determines the skin state based on the factor selection input, the attention factor score, and the general factor score received above.
The calculation unit assigns a first weighting factor to the attention factor score, and assigns a second weighting factor lower than the first weighting factor to the general factor score. Furthermore, a state parameter is calculated from the attention factor score and the general factor score to which these weight ratios are given, and a determination result of the subject's skin state is obtained based on the calculated state parameter.
 上述した目的、およびその他の目的、特徴および利点は、以下に述べる好適な実施の形態、およびそれに付随する以下の図面によってさらに明らかになる。 The above-described object and other objects, features, and advantages will be further clarified by a preferred embodiment described below and the following drawings attached thereto.
本発明の実施形態にかかる肌状態判定システムの一例を示す機能ブロック図である。It is a functional block diagram which shows an example of the skin condition determination system concerning embodiment of this invention. 本発明の実施形態にかかる肌状態判定方法のフローチャートである。It is a flowchart of the skin condition determination method concerning embodiment of this invention. 状態パラメータの一覧を示すパラメータテーブルを示す図である。It is a figure which shows the parameter table which shows the list of state parameters. 肌因子の一覧を示す肌因子テーブルを示す図である。It is a figure which shows the skin factor table which shows the list of skin factors. 美容関連商品の一覧を示す商品テーブルを示す図である。It is a figure which shows the goods table which shows the list of beauty related goods. 第一の注目因子(肝斑)を選択した場合の被験者端末の表示画面の一例を示す図である。It is a figure which shows an example of the display screen of a test subject terminal at the time of selecting the 1st attention factor (liver measles). 注目因子スコアの配点テーブルの一例を示す図である。It is a figure which shows an example of the scoring table of an attention factor score. 第二の注目因子(くま)を選択した場合の被験者端末の表示画面の一例を示す図である。It is a figure which shows an example of the display screen of a test subject terminal at the time of selecting the 2nd attention factor (bear). 注目因子スコアの配点テーブルの他の例を示す図である。It is a figure which shows the other example of the scoring table of an attention factor score. 一般因子の一覧を示す一般因子テーブルを示す図である。It is a figure which shows the general factor table which shows the list of general factors. 触診設問の一覧を示す触診テーブルを示す図である。It is a figure which shows the palpation table which shows the list of palpation questions. 重率テーブルを示す図である。It is a figure which shows a weight table. 重率を表すマトリクスM1~M6を示す図である。FIG. 5 is a diagram showing matrices M1 to M6 representing weight ratios. 重率を表すマトリクスM7~M12を示す図である。FIG. 4 is a diagram showing matrices M7 to M12 representing weight ratios. 肌スコアの算出結果の例を示す図である。It is a figure which shows the example of the calculation result of a skin score. 被験者の肌属性の一例を示す図である。It is a figure which shows an example of a test subject's skin attribute. チャートおよび美容関連商品を含む判定結果の一例を示す図である。It is a figure which shows an example of the determination result containing a chart and beauty related goods. 肌状態判定装置の変形例を示す機能ブロック図である。It is a functional block diagram which shows the modification of a skin state determination apparatus.
 以下に本発明の実施形態の概要を説明する。 The outline of the embodiment of the present invention will be described below.
 上記の特許文献1に記載の美容カウンセリング方法は、被験者の肌状態を正確に判定することが可能であるものの、特殊な光学機器を用いる必要があるため簡便さに欠ける。また、美容専門家による対面式の問診を行う美容カウンセリング方法も同様である。 Although the beauty counseling method described in Patent Document 1 described above can accurately determine the skin condition of the subject, it is not easy to use because it requires the use of special optical equipment. The same applies to a beauty counseling method in which a face-to-face interview is performed by a beauty specialist.
 また、上記の特許文献2に記載の美容判定方法は、判定結果が必ずしも被験者の望むものにならない、すなわち被験者が想定した状態を表すものにならないという問題がある。そもそも、ニキビや毛穴の汚れなどの各種の肌症例を憂慮するかどうかは、被験者ごとのきわめて主観的な状態を含む問題である。たとえば、皮脂過剰因子および肌乾燥因子の程度がどちらも共通する(類似する)複数人の被験者のうちでも、ある被験者は皮脂過剰が悩みであり、他の被験者は肌乾燥が悩みであり、そしてまた他の被験者は皮脂過剰と肌乾燥の両方が悩みであったりする。これに対し、特許文献2の方法では、皮脂過剰因子および肌乾燥因子が共通する複数人の被験者に対して画一的な判定結果が提示されてしまう。このため、かかる判定結果に基づいて美容カウンセリングを行った場合には、被験者の悩みと無関係な肌症例への対処方法が専ら提案されて、被験者の十分な満足感が得られないことがある。 In addition, the beauty determination method described in Patent Document 2 has a problem that the determination result does not necessarily become what the subject desires, that is, does not represent the state assumed by the subject. In the first place, whether to worry about various skin cases such as acne and dirt on pores is a problem including a very subjective state for each subject. For example, among multiple subjects with similar (similar) degrees of both sebum excess factor and skin dryness factor, some subjects suffer from excess sebum, other subjects suffer from skin dryness, and Other subjects are both worried about excessive sebum and dry skin. On the other hand, in the method of Patent Document 2, a uniform determination result is presented to a plurality of subjects who have a common sebum excess factor and a skin drying factor. For this reason, when cosmetic counseling is performed based on such a determination result, a method for dealing with skin cases unrelated to the subject's troubles is exclusively proposed, and the subject's sufficient satisfaction may not be obtained.
 これに対し本発明によれば、被験者にとって重要と考える肌悩みの発現度合いである肌状態を簡易な方法で判定して、被験者の満足感の高い判定結果を提示することが可能である。 On the other hand, according to the present invention, it is possible to determine the skin condition, which is the degree of occurrence of skin trouble, which is considered important for the subject, by a simple method and present a judgment result with a high degree of satisfaction of the subject.
 本発明においては、皮脂量や保水量など肌の特性を表す複数の状態パラメータのそれぞれに対して、肌症例を表す更に複数の肌因子が対応づけられている。これらの多数の肌因子に基づいて被験者の肌状態が多面的に判定されるため、客観的に正確な判定結果を得ることができる。さらに本発明では、一部の肌因子(注目因子)にかかる肌症例の発現度合いを示す注目因子スコアに高い重率を付与し、その他の一般因子にかかる肌症例の発現度合いを示す一般因子スコアに低い重率を付与して状態パラメータを算出する。このため、被験者の主観的な悩みの強い肌症例が重視された判定結果が提示される。 In the present invention, a plurality of skin factors representing skin cases are associated with each of a plurality of state parameters representing skin characteristics such as sebum amount and water retention amount. Since the skin condition of the subject is determined from various aspects based on these many skin factors, an objectively accurate determination result can be obtained. Furthermore, in the present invention, a high weight is given to the attention factor score indicating the degree of expression of the skin case related to some skin factors (attention factor), and the general factor score indicating the degree of expression of the skin case related to other general factors A state parameter is calculated by assigning a low weight to. For this reason, the determination result which emphasized the skin case with a strong subject's subjective trouble is presented.
 本発明によれば、肌症例の発現度合いを示すスコアを被験者が入力することで被験者の肌状態を簡易に判定することができる。そのうえで、客観的に正確であるとともに被験者の主観的な肌悩みに沿った判定結果が提示される。 According to the present invention, the subject's skin condition can be easily determined by the subject inputting a score indicating the degree of expression of the skin case. In addition, a determination result is presented that is objectively accurate and conforms to the subject's subjective skin problems.
 本発明の肌状態判定装置は、コンピュータプログラムを読み取って対応する処理動作を実行できるように、CPU(Central Processing Unit)、ROM(Read Only Memory)、RAM(Random Access Memory)、I/F(Interface)ユニット、等の汎用デバイスで構築されたハードウェア、所定の処理動作を実行するように構築された専用の論理回路、これらの組み合わせ、等として実施することができる。そして、本発明の各種の構成要素は、その機能を実現するように形成されていればよく、たとえば、所定の機能を発揮する専用のハードウェア、所定の機能がコンピュータプログラムにより付与されたデータ処理装置、コンピュータプログラムによりデータ処理装置に実現された所定の機能、これらの任意の組み合わせ、等として実現することができる。そして、本発明の各種の構成要素は、個々に独立した存在である必要はなく、一つの構成要素が他の構成要素の一部であること、ある構成要素の一部と他の構成要素の一部とが重複していること、等を許容する。 The skin condition determination apparatus of the present invention can read a computer program and execute a corresponding processing operation, so that a CPU (Central Processing Unit), a ROM (Read Only Memory), a RAM (Random Access Memory), an I / F (Interface) ) Hardware constructed by general-purpose devices such as units, dedicated logic circuits constructed to execute predetermined processing operations, combinations thereof, and the like. The various constituent elements of the present invention only have to be formed so as to realize the function. For example, dedicated hardware that exhibits a predetermined function, data processing in which a predetermined function is given by a computer program It can be realized as an apparatus, a predetermined function realized in the data processing apparatus by a computer program, an arbitrary combination thereof, or the like. The various constituent elements of the present invention do not have to be independent of each other, one constituent element is a part of another constituent element, a part of one constituent element and another constituent element. It is allowed to have some overlap.
 本発明の構成要素(記憶部)がデータを記憶するとは、本発明の装置が、データを記憶する機能を有することを意味しており、当該データが常に格納されていることを必ずしも要しない。 Storing data by the component (storage unit) of the present invention means that the apparatus of the present invention has a function of storing data, and it is not always necessary that the data is always stored.
 また、本発明の肌状態判定方法を説明するにあたり、複数の工程を順番に記載してあるが、その記載の順番は複数の工程を実行する順番やタイミングを限定するものではない。このため、本発明の肌状態判定方法を実施するときには、その複数の工程の順番は内容的に支障のない範囲で変更することができ、また複数の工程の実行タイミングの一部または全部が互いに重複していてもよい。 Further, in describing the skin condition determination method of the present invention, a plurality of steps are described in order, but the order of description does not limit the order or timing of executing the plurality of steps. For this reason, when carrying out the skin condition determination method of the present invention, the order of the plurality of steps can be changed within a range that does not hinder the contents, and some or all of the execution timings of the plurality of steps are mutually connected. It may be duplicated.
<肌状態判定システム>
 以下、本発明の実施形態を図面に基づいて説明する。図1は、本発明の実施形態にかかる肌状態判定システム200の一例を示す機能ブロック図である。
<Skin condition determination system>
Hereinafter, embodiments of the present invention will be described with reference to the drawings. FIG. 1 is a functional block diagram showing an example of a skin condition determination system 200 according to an embodiment of the present invention.
 肌状態判定システム200は、肌の特性を表す複数の状態パラメータPに基づいて被験者Sの肌状態を判定するシステムである。本実施形態の肌状態判定システム200は、インターネットなどのネットワーク80と、このネットワーク80を介して互いに接続された被験者端末50および肌状態判定装置100とで構成されている。本実施形態の肌状態判定装置100はウェブサーバである。被験者端末50としてコンピュータ52や携帯端末54を例示する。被験者Sは、被験者端末50においてブラウザなどのアプリケーションプログラムを起動し、このアプリケーションプログラムを通じて肌状態判定装置100にアクセスして本実施形態の肌状態判定方法(以下、本方法という場合がある)の提供を受ける。 The skin condition determination system 200 is a system that determines the skin condition of the subject S based on a plurality of condition parameters P representing skin characteristics. The skin condition determination system 200 according to the present embodiment includes a network 80 such as the Internet, and a subject terminal 50 and a skin condition determination apparatus 100 connected to each other via the network 80. The skin condition determination apparatus 100 of this embodiment is a web server. Examples of the subject terminal 50 include a computer 52 and a portable terminal 54. The subject S activates an application program such as a browser on the subject terminal 50, accesses the skin state determination apparatus 100 through the application program, and provides the skin state determination method of the present embodiment (hereinafter may be referred to as the present method). Receive.
 肌状態判定装置100(肌状態判定システム200)は、演算部10、入力部20、画像遷移部24、記憶部40および送信部58を備えている。
 記憶部40は、肌の特性を表す複数の状態パラメータPのそれぞれに対して、肌症例Cを表す複数の肌因子Fを対応づけて記憶する手段である。
 入力部20は、少なくとも因子選択入力FS、注目因子スコアSAおよび一般因子スコアSCの入力を、ネットワーク80を通じて被験者Sから受け付ける受信手段である。ここで、因子選択入力FSは、複数の肌因子Fのうちの一部を注目因子FAとして選択する選択入力である。注目因子スコアSAは、注目因子FAにかかる肌症例Cの発現度合いを示す定量入力値である。一般因子スコアSCは、注目因子FA以外の肌因子F(一般因子FC)にかかる肌症例Cの発現度合いを示す定量入力値である。
 演算部10は、受け付けた因子選択入力FS、注目因子スコアSAおよび一般因子スコアSCに基づいて被験者Sの肌状態を判定する手段であり、CPUを含んでいる。
The skin condition determination apparatus 100 (skin condition determination system 200) includes a calculation unit 10, an input unit 20, an image transition unit 24, a storage unit 40, and a transmission unit 58.
The storage unit 40 is a means for storing a plurality of skin factors F representing a skin case C in association with each of a plurality of state parameters P representing skin characteristics.
The input unit 20 is a receiving unit that receives at least the factor selection input FS, the attention factor score SA, and the general factor score SC from the subject S through the network 80. Here, the factor selection input FS is a selection input for selecting a part of the plurality of skin factors F as the attention factor FA. The attention factor score SA is a quantitative input value indicating the degree of expression of the skin case C related to the attention factor FA. The general factor score SC is a quantitative input value indicating the expression level of the skin case C related to the skin factor F (general factor FC) other than the attention factor FA.
The computing unit 10 is a means for determining the skin condition of the subject S based on the received factor selection input FS, the attention factor score SA, and the general factor score SC, and includes a CPU.
 被験者端末50は、キーボードなどの入力I/Fを備えており、被験者Sの操作入力OPを受け付けて、これを肌状態判定装置100に送信する。また、被験者端末50は、演算部10で判定された判定結果を被験者Sに提示する出力部である。
 本実施形態の肌状態判定システム200において、演算部10は、注目因子スコアSAに第一の重率W1を付与する。一方、演算部10は、一般因子スコアSCに対して、第一の重率W1よりも低い第二の重率W2を付与する。演算部10は、第一の重率W1が付与された注目因子スコアSAおよび第二の重率W2が付与された一般因子スコアSCから状態パラメータPを算出する。そして、演算部10は、算出された状態パラメータPに基づいて被験者Sの肌状態の判定結果を求める。
The subject terminal 50 includes an input I / F such as a keyboard, receives the operation input OP of the subject S, and transmits it to the skin condition determination device 100. The test subject terminal 50 is an output unit that presents the determination result determined by the calculation unit 10 to the test subject S.
In the skin condition determination system 200 of the present embodiment, the calculation unit 10 gives the first weight W1 to the attention factor score SA. On the other hand, the computing unit 10 assigns a second weight W2 lower than the first weight W1 to the general factor score SC. The calculation unit 10 calculates the state parameter P from the attention factor score SA to which the first weight W1 is assigned and the general factor score SC to which the second weight W2 is given. And the calculating part 10 calculates | requires the determination result of the test subject's S skin state based on the calculated state parameter P. FIG.
 出力部(被験者端末50)は、演算部10が算出した複数の状態パラメータPを各軸とする多軸のチャートCHを判定結果として出力する。肌状態判定装置100の送信部58は、ネットワーク80を通じて、肌状態の判定結果であるチャートCHを被験者端末50に送信する。 The output unit (subject terminal 50) outputs a multi-axis chart CH having each of the plurality of state parameters P calculated by the calculation unit 10 as a determination result. The transmission unit 58 of the skin condition determination device 100 transmits a chart CH that is a determination result of the skin condition to the subject terminal 50 through the network 80.
 記憶部40は、肌因子記憶部42、出力情報記憶部44および判定結果蓄積部46で構成されている。
 肌因子記憶部42は、後述するように注目因子設問QA、一般因子設問QCおよび触診設問QPPを表すテーブルを記憶している。また、肌因子記憶部42は、状態パラメータPと第一の重率W1および第二の重率W2とを対応づけて記憶している。
 出力情報記憶部44は、状態パラメータPの肌スコアSSと対応づけて美容関連商品PDおよび美容アドバイスMSGを記憶している。
 判定結果蓄積部46は、被験者Sの肌スコアSSを、その属性(住居地域RA、年齢AGおよび性別SX)と対応づけて記憶している。判定結果蓄積部46は、多数の母集団にかかる肌スコアSSを蓄積して記憶している。演算部10は、判定結果蓄積部46を参照して、これらの属性の一つ以上を条件とする母集団について、状態パラメータPの肌スコアSSの平均スコアAVを算出する。
The storage unit 40 includes a skin factor storage unit 42, an output information storage unit 44, and a determination result storage unit 46.
The skin factor storage unit 42 stores a table representing an attention factor question QA, a general factor question QC, and a palpation question QPP, as will be described later. The skin factor storage unit 42 stores the state parameter P, the first weight ratio W1, and the second weight ratio W2 in association with each other.
The output information storage unit 44 stores the beauty-related product PD and the beauty advice MSG in association with the skin score SS of the state parameter P.
The determination result accumulation unit 46 stores the skin score SS of the subject S in association with the attributes (residence area RA, age AG, and sex SX). The determination result accumulation unit 46 accumulates and stores skin scores SS relating to a large number of populations. The calculation unit 10 refers to the determination result accumulation unit 46 and calculates an average score AV of the skin score SS of the state parameter P for a population that is conditional on one or more of these attributes.
 送信部58は、チャートCHのほか、演算部10による肌状態の判定結果に対応して出力情報記憶部44から呼び出された美容関連商品PDおよび美容アドバイスMSGを被験者端末50に送信する。 The transmission unit 58 transmits, to the subject terminal 50, the beauty related product PD and the beauty advice MSG called from the output information storage unit 44 in response to the determination result of the skin state by the calculation unit 10, in addition to the chart CH.
 肌画像表示部22は、被験者端末50のディスプレイ部である。肌画像表示部22は、被験者Sからの各種の入力を促す表示画面のほか、送信部58から送られる判定結果を表示する。本実施形態の肌状態判定システム200において、肌画像表示部22は、人間の肌の状態を示す第一の肌画像22aを表示させる(図6を参照)。画像遷移部24は、被験者Sの操作入力OPを受け付けて、第一の肌画像22aにおける注目因子FAにかかる肌症例C(図6では、目の下の肝斑)の発現度合いを多段階に変化させる手段である。入力部20は、画像遷移部24が受け付けた操作入力OPに基づいて注目因子スコアSAを取得する手段である。詳細は後述する。 The skin image display unit 22 is a display unit of the subject terminal 50. The skin image display unit 22 displays a determination result sent from the transmission unit 58 in addition to a display screen that prompts various inputs from the subject S. In the skin state determination system 200 of the present embodiment, the skin image display unit 22 displays a first skin image 22a indicating the state of human skin (see FIG. 6). The image transition unit 24 receives the operation input OP of the subject S, and changes the expression level of the skin case C (the melasma under the eyes in FIG. 6) related to the attention factor FA in the first skin image 22a in multiple stages. Means. The input unit 20 is a unit that acquires the attention factor score SA based on the operation input OP received by the image transition unit 24. Details will be described later.
<肌状態判定方法>
 図2は、本発明の実施形態にかかる肌状態判定方法(本方法)のフローチャートである。図3は、状態パラメータPの一覧を示すパラメータテーブルTPを示す図である。図4は、肌因子Fの一覧を示す肌因子テーブルTFを示す図である。パラメータテーブルTPおよび肌因子テーブルTFは肌因子記憶部42(図1)に記憶されている。以下、本方法を詳細に説明する。
<Skin condition judgment method>
FIG. 2 is a flowchart of a skin condition determination method (present method) according to an embodiment of the present invention. FIG. 3 is a diagram showing a parameter table TP showing a list of state parameters P. FIG. 4 is a diagram showing a skin factor table TF showing a list of skin factors F. The parameter table TP and the skin factor table TF are stored in the skin factor storage unit 42 (FIG. 1). Hereinafter, this method will be described in detail.
 本方法は、肌の特性を表す複数の状態パラメータP(図3:P1~P6)に基づいて被験者Sの肌状態を判定する方法である。
 本方法では、複数の状態パラメータP1~P6のそれぞれに対して、肌症例Cを表す複数の肌因子F(F1~F13)を対応づけて記憶しておく。
 本方法では、複数の肌因子Fのうちの一部を注目因子FAとして選択する因子選択入力FSと、注目因子FAにかかる肌症例Cの発現度合いを示す注目因子スコアSAと、注目因子FA以外の肌因子F(一般因子FC)にかかる肌症例Cの発現度合いを示す一般因子スコアSCと、の入力を受け付ける(図2:ステップS30、S40)。
 本方法では、注目因子スコアSAに第一の重率W1を付与し一般因子スコアSCに第一の重率W1よりも低い第二の重率W2を付与し、重率W1が付与された注目因子スコアSAおよび重率W2が付与された一般因子スコアSCから状態パラメータPを算出する(図2:ステップS60)。
 そして、本方法では、算出された状態パラメータPに基づいて被験者Sの肌状態を判定する(図2:ステップS62)。
This method is a method for determining the skin condition of the subject S based on a plurality of condition parameters P (FIG. 3: P1 to P6) representing skin characteristics.
In this method, a plurality of skin factors F (F1 to F13) representing the skin case C are stored in association with each of the plurality of state parameters P1 to P6.
In this method, a factor selection input FS for selecting a part of a plurality of skin factors F as a focused factor FA, a focused factor score SA indicating the expression level of a skin case C related to the focused factor FA, and a focused factor FA other than the focused factor FA An input of the general factor score SC indicating the degree of expression of the skin case C according to the skin factor F (general factor FC) is accepted (FIG. 2: steps S30 and S40).
In this method, the first weight W1 is assigned to the attention factor score SA, the second weight W2 lower than the first weight W1 is assigned to the general factor score SC, and the attention is given the weight W1. The state parameter P is calculated from the general factor score SC to which the factor score SA and the weight ratio W2 are assigned (FIG. 2: step S60).
In this method, the skin condition of the subject S is determined based on the calculated condition parameter P (FIG. 2: step S62).
 つぎに、本方法をより詳細に説明する。
 本方法では、美容関連商品PDの使用品目に関する入力を被験者Sから受け付ける。
 図5は、美容関連商品PDの一覧を示す商品テーブルTDを示す図である。被験者Sは、被験者端末50に表示された商品テーブルTDから、自分が日常的に使用している一つまたは複数の美容関連商品PDを選択入力する(図2:ステップS10)。本方法では、被験者Sが入力した使用品目に応じて、商品提示ステップS90で判定結果とともに提示される美容関連商品PDの種類数が増減する。具体的には、ステップS10においてNo.7:ベースメイクまたはNo.8:ポイントメイクが選択入力された場合は、商品提示ステップS90において提示されるメイク落とし剤の種類数が増大する。
Next, this method will be described in more detail.
In this method, an input regarding the item used for the beauty related product PD is received from the subject S.
FIG. 5 is a diagram showing a product table TD showing a list of beauty related products PD. The subject S selects and inputs one or more beauty-related products PD that he / she uses on a daily basis from the product table TD displayed on the subject terminal 50 (FIG. 2: step S10). In this method, the number of types of beauty-related products PD that are presented together with the determination result in the product presentation step S90 is increased or decreased according to the items used by the subject S. Specifically, in step S10, No. 7: Base makeup or no. 8: When point makeup is selected and input, the number of types of makeup remover presented in the product presentation step S90 increases.
 モード選択ステップS20では、入力部20は、精細モードまたは簡易モードのいずれかの選択をモード選択MDとして被験者Sから受け付ける。精細モードを受け付けた場合(図2:ステップS22=Y)は、以下に説明するように、演算部10は第一の重率W1が付与された注目因子スコアSAおよび第二の重率W2が付与された一般因子スコアSCから算出した状態パラメータPに基づいて被験者Sの肌状態の判定結果を求める。一方、簡易モードを受け付けた場合(図2:ステップS22=N)は、入力部20は、因子選択入力FSおよび注目因子スコアSAの入力を省略して一般因子スコアSCの入力を受け付ける。そして、簡易モードでは、演算部10は一般因子スコアSCから算出した状態パラメータPに基づいて被験者Sの肌状態の判定結果を求める。簡易モードに関しては後述する。 In the mode selection step S20, the input unit 20 accepts selection of either the fine mode or the simple mode from the subject S as the mode selection MD. When the fine mode is accepted (FIG. 2: step S22 = Y), as will be described below, the calculation unit 10 has the attention factor score SA to which the first weight W1 is assigned and the second weight W2. Based on the state parameter P calculated from the given general factor score SC, the skin condition determination result of the subject S is obtained. On the other hand, when the simple mode is accepted (FIG. 2: Step S22 = N), the input unit 20 omits the input of the factor selection input FS and the attention factor score SA and accepts the input of the general factor score SC. And in simple mode, the calculating part 10 calculates | requires the determination result of the test subject's S skin state based on the state parameter P computed from the general factor score SC. The simple mode will be described later.
<精細モード>
 精細モードは、大別して、入力ステップ(ステップS30からS52)、演算ステップ(ステップS60およびS62)、および出力ステップ(ステップS80およびS90)で構成される。ステップS30では、被験者端末50に複数の肌因子Fを提示する。被験者Sは、その一部を注目因子FAとして選択する。注目因子FAは、被験者Sの肌悩みにかかる肌症例Cに対応する因子である。ここで、注目因子FAを抽出するとは、一覧表示された肌因子Fより一部を選択する場合のほか、種々の態様を含む。たとえば、被験者Sが注目しない他の肌因子Fの方を一覧より選択消去することを通じて注目因子FAを残置するなど、注目因子FAと他の肌因子Fとを区別するものであればよい。
<Fine mode>
The fine mode is roughly divided into an input step (steps S30 to S52), a calculation step (steps S60 and S62), and an output step (steps S80 and S90). In step S30, a plurality of skin factors F are presented to the subject terminal 50. The subject S selects a part thereof as the attention factor FA. The attention factor FA is a factor corresponding to the skin case C related to the skin trouble of the subject S. Here, extracting the attention factor FA includes various aspects in addition to selecting a part from the skin factor F displayed in a list. For example, what is necessary is just to distinguish attention factor FA and other skin factors F, such as leaving attention factor FA by selectively erasing other skin factors F which subject S does not pay attention from a list.
 本方法における状態パラメータPは、皮脂量(P1)、保水力(P2)、真皮もしくは角層の弾性の度合い(P4)、メラニン含有量(P6)、血行の度合い(P5)、またはセラミド量(P3)、の少なくともいずれかを含んでいる。 The state parameter P in this method includes sebum amount (P1), water retention (P2), dermis or stratum corneum elasticity (P4), melanin content (P6), blood circulation degree (P5), or ceramide amount ( P3), at least one of them.
 また、本方法における肌因子Fとしては、肌の脂っぽさ(F1)、ニキビもしくは吹き出物の大きさもしくは数量(F2)、肌のカサツキの範囲もしくは程度(F3)、シミもしくはソバカスの大きさもしくは濃度(F4)、肌のくすみ(F5)、目周りの「くま」の広さもしくは赤味の強さ(F5)、小じわの深さもしくは数量(F6)、角層の張りの程度(F7)、肌の突っ張りの程度(F8)、毛穴の目立ちの程度もしくは数量(F9)、または肌の赤味の強さ(F11)もしくは白味の強さ(F10)、の少なくともいずれかを含む。 In addition, the skin factor F in this method includes skin greasy (F1), size or quantity of acne or pimples (F2), range or degree of skin roughness (F3), size of spots or freckles Or density (F4), dullness of skin (F5), breadth or redness intensity of the “bear” around the eyes (F5), depth or quantity of fine lines (F6), degree of stratum corneum (F7) ), The degree of skin tension (F8), the degree or quantity of conspicuous pores (F9), and the redness intensity (F11) or whiteness intensity (F10) of the skin.
 図3に示すように、それぞれの状態パラメータPには複数の肌因子Fが対応している。共通する肌因子Fが複数の状態パラメータPに対して対応づけられていてもよい。
 皮脂量P1は、水分を逃がさないように肌の表面を覆う皮脂の推定量である。皮脂が過剰であると、肌の脂っぽさ(F1)や、ニキビ・吹き出物(F2)の原因となり、また毛穴の目立ち(F9)が顕著となる。
 保水力P2は、細胞を構成するケラチン線維の周囲のヒゲ状部分が、角質細胞内において水分をつかまえて保持する力の推定値である。保水力P2の低下は、肌のカサツキや乾燥(F3)、および角層の張り(F7)の原因となる。また、頬などの肌の突っ張り感(F8)を増大させる。
 セラミド量P3は、角質細胞の間で水分を保つとともに、細胞同士を整然とつなぎ合わせて肌のキメを整えるセラミドの推定量である。セラミド量P3の低下は、保水力P2と同様に、肌のカサツキや乾燥(F3)の原因となり、肌の突っ張り感(F8)を増大させる。また、セラミド量P3の低下は、小じわ(F6)の原因となる。
 弾力性P4は、肌の真皮にある弾力線維がコラーゲンを束ねている肌構造の弾力の推定値である。弾力性P4の低下は、小じわ(F6)や毛穴の目立ち(F8)の原因となる。また、角層が硬化することも弾力性P4の低下につながる。肌を指で局所的に押した場合、角層が硬化しているときは、指先が直接あたる部分のへこみ領域を含む広領域が凹む。したがって、肌の張り(F7)は弾力性P4の低下の要因となる。また、肌を指先で押し込んだときの押し返しによる肌弾力(F12)によって、肌全体の弾力性P4を評価することができる。
 肌の血行P5は、肌の代謝の良否を表す。血行P5の良い肌は健康的な薄い赤味をもつ。血行P5の悪い肌は、黄味いくすみ(F5)となるか、逆に鬱血による強い赤味(F11)を帯びる。また、掌で頬を触ったときに火照りなく適度な暖かみを感じる肌温度(F13)であることで、肌の血行P5を評価することができる。
 メラニン量P6は、肌色の白さまたは黒さを決めるメラニン色素の肌含有量である。紫外線による肌のダメージは、このメラニンを増やし、シミ・ソバカス(F4)や肌のくすみ・くま(F5)の原因になる。また、メラニン量P6が増大すると毛穴の目立ち(F9)が顕著となり、肌の白み(F10)が失われる。
As shown in FIG. 3, each state parameter P corresponds to a plurality of skin factors F. A common skin factor F may be associated with a plurality of state parameters P.
The sebum amount P1 is an estimated amount of sebum that covers the surface of the skin so as not to allow moisture to escape. If the sebum is excessive, it will cause greasy skin (F1), acne and pimple (F2), and conspicuous pores (F9).
The water retention power P2 is an estimated value of the force that the whiskers around the keratin fibers constituting the cell catch and retain moisture in the corneocytes. The decrease in the water retention power P2 causes skin roughness, dryness (F3), and stratum corneum tension (F7). In addition, the tension (F8) of the skin such as cheeks is increased.
The amount of ceramide P3 is an estimated amount of ceramide that keeps moisture between keratinocytes and arranges the cells in an orderly manner to adjust the texture of the skin. The decrease in the amount of ceramide P3 causes skin roughness and dryness (F3) similarly to the water retention power P2, and increases the feeling of skin tension (F8). In addition, the decrease in the amount of ceramide P3 causes fine lines (F6).
Elasticity P4 is an estimated value of the elasticity of the skin structure in which elastic fibers in the dermis of the skin bundle collagen. The decrease in elasticity P4 causes fine lines (F6) and conspicuous pores (F8). Moreover, hardening of the stratum corneum also leads to a decrease in elasticity P4. When the skin is pressed locally with a finger, when the stratum corneum is cured, a wide area including a recessed area where the fingertip directly hits is recessed. Therefore, the skin tension (F7) causes a decrease in the elasticity P4. Moreover, the elasticity P4 of the whole skin can be evaluated by the skin elasticity (F12) by pushing back when the skin is pressed with a fingertip.
The blood circulation P5 of the skin represents the quality of skin metabolism. Skin with good blood circulation P5 has a healthy light redness. Skin with poor blood circulation P5 becomes yellowish darkness (F5) or, conversely, has a strong redness (F11) due to congestion. Moreover, the blood circulation P5 of skin can be evaluated by being skin temperature (F13) which feels moderate warmth without a fire when touching a cheek with a palm.
The melanin amount P6 is the skin content of the melanin pigment that determines the whiteness or blackness of the skin color. Skin damage due to ultraviolet rays increases this melanin, causing spots, freckles (F4) and dullness / bearing of the skin (F5). Moreover, when the amount of melanin P6 increases, the conspicuous pores (F9) become conspicuous and the whiteness of the skin (F10) is lost.
 ステップS30では、送信部58は、肌因子テーブルTF(図4)に含まれる肌因子Fの一部または全部を被験者端末50に提示する。本実施形態では、肌因子F1~F11までを被験者端末50に提示する。肌因子F10(肌の白味)および肌因子F11(肌の赤味)に関しては、「肌色」と一括して被験者端末50に提示してもよい。 In step S30, the transmission unit 58 presents a part or all of the skin factor F included in the skin factor table TF (FIG. 4) to the subject terminal 50. In the present embodiment, skin factors F1 to F11 are presented to the subject terminal 50. The skin factor F10 (skin whiteness) and the skin factor F11 (skin redness) may be collectively presented to the subject terminal 50 as “skin color”.
 被験者Sは、被験者端末50に提示された肌因子F1~F11の一部を注目因子FAとして選択する。本方法では、肌因子F4(シミ・ソバカス)および肌因子F5(くすみ・くま)を、この順に選択した場合を例示する。 The subject S selects a part of the skin factors F1 to F11 presented on the subject terminal 50 as the attention factor FA. This method exemplifies a case where skin factor F4 (stains and freckles) and skin factor F5 (dullness and bears) are selected in this order.
 本方法では、因子選択入力FSとして二以上の注目因子FAの選択を順に受け付け、これらの注目因子FAの選択順に応じて、異なる第一の重率W1を注目因子スコアSAに付与する。第一の重率W1の具体的な数値は、重率テーブルTWおよびマトリクスM1~M12(図12から図14)を用いて後述する。本方法では、被験者Sの注目度が高い方の注目因子FA(たとえば、第一の選択順で受け付けた注目因子FA)に対して、より高い重率を付与する。これにより、肌状態に関する第一の悩みと第二の悩みなど、被験者Sの関心の高い複数の肌因子Fに関して、関心順位を考慮して肌状態を判定することができる。 In this method, selection of two or more attention factors FA is sequentially accepted as the factor selection input FS, and a different first weight W1 is given to the attention factor score SA according to the selection order of these attention factors FA. Specific numerical values of the first weight ratio W1 will be described later using the weight ratio table TW and the matrices M1 to M12 (FIGS. 12 to 14). In this method, a higher weight is assigned to the attention factor FA having a higher degree of attention of the subject S (for example, the attention factor FA received in the first selection order). Thereby, regarding a plurality of skin factors F of high interest of the subject S such as the first trouble and the second trouble related to the skin condition, the skin condition can be determined in consideration of the order of interest.
 図6は、第一の注目因子FA1として肌因子F4(シミ・ソバカス)を選択した場合の被験者端末50の表示画面の一例を示す図である。被験者端末50には、注目因子設問QA、肌画像表示部22およびスライダ部24a、24bが表示されている。注目因子設問QAは、被験者Sの肌悩みの肌症例Cが発症している対象部位を選択させるとともに、肌画像表示部22が当該肌症例Cの発現度合いを適切に摸擬するようにスライダ部24a、24bを操作することを被験者Sに促すメッセージである。肌症例Cごとの対象部位と肌因子Fとは、図4の肌因子テーブルTFにおいて対応づけられている。本実施形態では、各肌症例Cの代表的な1~3の発現箇所が対象部位として設定されている。 FIG. 6 is a diagram illustrating an example of a display screen of the subject terminal 50 when skin factor F4 (stain / sobacus) is selected as the first attention factor FA1. On the subject terminal 50, an attention factor question QA, a skin image display unit 22, and slider units 24a and 24b are displayed. The factor of interest question QA is to select the target site where the skin case C suffering from the subject S has developed, and the slider unit so that the skin image display unit 22 appropriately simulates the degree of expression of the skin case C. This message prompts the subject S to operate 24a and 24b. The target site for each skin case C and the skin factor F are associated with each other in the skin factor table TF of FIG. In this embodiment, representative 1 to 3 expression locations of each skin case C are set as target sites.
 肌画像表示部22には、肌因子F4に対応する肌症例Cが図示された第一の肌画像22aが表示されている。第一の肌画像22aは、顔の少なくとも一部を含む模式図(イラスト)または写真である。図4に示すように、肌因子F4(シミ・ソバカス)の対象部位としては鼻+頬、こめかみ、および目の下の3通りが用意されている。図6の濃色部22bは、このうちの目の下のシミ(肝斑)を図示するものである。 In the skin image display unit 22, a first skin image 22a in which a skin case C corresponding to the skin factor F4 is illustrated is displayed. The first skin image 22a is a schematic diagram (illustration) or a photograph including at least a part of the face. As shown in FIG. 4, there are three types of skin factor F4 (spots and freckles) as target sites: nose + cheeks, temples, and under the eyes. A dark portion 22b in FIG. 6 illustrates a stain (liver spot) under the eye.
 被験者端末50のスライダ部24a、24bの操作入力OPを肌状態判定装置100(図1を参照)の入力部20が受け付けると、画像遷移部24は第一の肌画像22aにおける肌症例C(図6では肝斑)の発現度合いを多段階に変化させる。具体的には、横軸方向のスライダ部24aの操作入力OPに基づいて、画像遷移部24は、第一の肌画像22aに図示された濃色部22bの色(明度)を肌色と茶色との間で変化させる。また、縦軸方向のスライダ部24bの操作入力OPに基づいて、画像遷移部24は、濃色部22bの範囲を広狭に変化させる。 When the input unit 20 of the skin condition determination apparatus 100 (see FIG. 1) receives the operation input OP of the slider units 24a and 24b of the subject terminal 50, the image transition unit 24 displays the skin case C (see FIG. 6 changes the degree of expression of melasma) in multiple stages. Specifically, based on the operation input OP of the slider 24a in the horizontal axis direction, the image transition unit 24 changes the color (lightness) of the dark color portion 22b illustrated in the first skin image 22a to skin color and brown. Vary between. Further, based on the operation input OP of the slider unit 24b in the vertical axis direction, the image transition unit 24 changes the range of the dark color unit 22b to be wide or narrow.
 被験者Sは、任意で鏡や画像等を参照し、第一の肌画像22aの濃色部22bが自身の目の下の肝斑と同程度の濃度および広がりとなるようにスライダ部24a、24bを操作する。肌状態判定装置100の入力部20は、操作後のスライダ部24a、24bの座標位置に対応する注目因子スコアSAを取得する。かかる注目因子スコアSAが、設問番号Q1に対する回答となる。 The subject S arbitrarily refers to a mirror, an image, etc., and operates the slider portions 24a and 24b so that the dark color portion 22b of the first skin image 22a has the same density and spread as the liver spots under his eyes. To do. The input unit 20 of the skin condition determination apparatus 100 acquires the attention factor score SA corresponding to the coordinate positions of the slider units 24a and 24b after the operation. The attention factor score SA is an answer to the question number Q1.
 被験者Sは、第一の肌画像22aにおける肌症例Cの見た目の程度を判断指標としてスライダ部24a、24bの座標を決定することを通じて、自らの肌における注目因子スコアSAの発現度合いを定量的に入力することができる。このため、被験者Sは容易に注目因子スコアSAを多段階に回答することができる。 The subject S quantitatively determines the degree of expression of the attention factor score SA in his / her skin by determining the coordinates of the slider parts 24a and 24b using the degree of appearance of the skin case C in the first skin image 22a as a determination index. Can be entered. Therefore, the subject S can easily answer the attention factor score SA in multiple stages.
 図7は、注目因子スコアSAの配点テーブルTSの一例を示す図である。配点テーブルTSは肌因子記憶部42に記憶されている。複数個の対象部位が設定されている肌因子Fに関しては、対象部位ごとに異なる配点テーブルTSを肌因子記憶部42に記憶しておくとよい。入力部20がスライダ部24a、24bの座標を受け付けると、演算部10は肌因子記憶部42の配点テーブルTSを参照して、この座標値が示す注目因子スコアSAを取得する。図7に示すように、スライダ部24aの座標(0~10)と、スライダ部24bの座標(0~10)の交点には注目因子スコアSAが記録されている。本実施形態では、注目因子スコアSAの最低は2点、最高は7点である。ただし、注目因子スコアSAは、配点テーブルTSに記憶された最高点の点数によらず、10点満点で評価する。 FIG. 7 is a diagram showing an example of the scoring table TS of the attention factor score SA. The scoring table TS is stored in the skin factor storage unit 42. Regarding the skin factor F in which a plurality of target parts are set, a different scoring table TS for each target part may be stored in the skin factor storage unit 42. When the input unit 20 receives the coordinates of the slider units 24a and 24b, the calculation unit 10 refers to the scoring table TS of the skin factor storage unit 42 and acquires the attention factor score SA indicated by the coordinate values. As shown in FIG. 7, an attention factor score SA is recorded at the intersection of the coordinates (0 to 10) of the slider portion 24a and the coordinates (0 to 10) of the slider portion 24b. In the present embodiment, the lowest of the attention factor scores SA is 2 points, and the highest is 7 points. However, the attention factor score SA is evaluated with a maximum score of 10 irrespective of the highest score stored in the scoring table TS.
 本実施形態の入力部20は、スライダ部24a、24bの操作入力OPに基づいて、5から10段階(図7では6段階)の選択肢から注目因子スコアSAの入力を受け付ける。すなわち、スライダ部24a、24bの11×11=121通りの順列に対して、5から10段階の注目因子スコアSAが対応づけられている。 The input unit 20 of the present embodiment accepts the input of the factor of interest score SA from 5 to 10 levels (six levels in FIG. 7) based on the operation input OP of the sliders 24a and 24b. That is, attention factor scores SA of 5 to 10 levels are associated with 11 × 11 = 121 permutations of the slider parts 24a and 24b.
 たとえば、スライダ部24aが左端(肝斑の範囲:狭い)にあるとき、その座標=10とする。一方、スライダ部24aが右端(肝斑の範囲:広い)にあるとき、その座標=0とする。また、スライダ部24bが下端(肝斑の色:薄い)にあるとき、その座標=10とする。一方、スライダ部24bが上端(肝斑の色:濃い)にあるとき、その座標=0とする。
 したがって、スライダ部24a、24bにより入力された被験者Sの目の下の肝斑の範囲が狭くて色が薄いほど、肌症例Cは軽度であると推定して注目因子スコアSAが高くなるように設定してある。逆に、入力された被験者Sの肝斑の範囲が広くて色が濃いほど、注目因子スコアSAは低くなる。これは、注目因子FAの肌症例Cが重篤であると推定されるためである。
For example, when the slider 24a is at the left end (range of melasma: narrow), the coordinate is set to 10. On the other hand, when the slider portion 24a is at the right end (range of melasma: wide), the coordinate = 0. Further, when the slider portion 24b is at the lower end (the color of melasma: light), the coordinate = 10. On the other hand, when the slider portion 24b is at the upper end (the color of the liver spot: dark), the coordinate = 0 is set.
Accordingly, the skin factor C is estimated to be milder as the range of the melasma under the eyes of the subject S input by the slider parts 24a and 24b is narrower and the color is lighter, and the attention factor score SA is set higher. It is. On the other hand, the attention factor score SA decreases as the range of the melasma of the input subject S increases and the color becomes darker. This is because the skin case C of the attention factor FA is estimated to be serious.
 本実施形態においては、一つの注目因子FAに関して、被験者Sが複数個の対象部位を順次選択し、それぞれについてスライダ部24a、24bを操作して、それらの座標値を入力部20に入力してもよい。この場合、演算部10は、各対象部位に対応する配点テーブルTSを参照して注目因子スコアSAを取得し、そのうちの最低点のスコアを注目因子スコアSAとして取得するとよい。これにより、肌症例Cがもっとも重篤な対象部位によって肌症例Cの発現度合いを定量化することができる。このように、肌症例Cの代表的な有限個の発現箇所(対象部位)を予め肌因子Fに対応づけておき、その一つまたは複数を被験者Sに選択させて注目因子スコアSAを受け付けることにより、多くの被験者Sの肌症例の発現状態を網羅し、かつ被験者Sが容易に注目因子スコアSAを入力することができる。かかる観点から、肌因子テーブルTFにおいて肌因子Fと対応づけて記憶する対象部位の個数は、1~5個、より好ましくは1~3個とするとよい。 In the present embodiment, the subject S sequentially selects a plurality of target portions for one attention factor FA, operates the slider portions 24a and 24b for each, and inputs the coordinate values to the input portion 20. Also good. In this case, the calculation unit 10 may acquire the attention factor score SA with reference to the scoring table TS corresponding to each target region, and acquire the score of the lowest score among them as the attention factor score SA. Thereby, the expression degree of the skin case C can be quantified by the target part where the skin case C is the most serious. In this way, a representative finite number of expression points (target sites) of skin case C are associated with the skin factor F in advance, and one or more of them are selected by the subject S to receive the attention factor score SA. Thus, the expression states of the skin cases of many subjects S can be covered, and the subject S can easily input the attention factor score SA. From this point of view, the number of target parts to be stored in association with the skin factor F in the skin factor table TF is preferably 1 to 5, more preferably 1 to 3.
 図8は、第二の注目因子FA2として肌因子F5(くすみ・くま)を選択した場合の被験者端末50の表示画面の一例を示す図である。被験者端末50には、注目因子設問QA、肌画像表示部22およびスライダ部24a、24bが表示されている。肌画像表示部22には、肌因子F5に対応する肌症例Cが図示された第二の肌画像22cが表示されている。図4に示すように、肌因子F5(くすみ・くま)の対象部位は、顔全体、および目周りである。図8の濃色部22dは、このうちの目周りの「くま」を図示するものである。 FIG. 8 is a diagram showing an example of a display screen of the subject terminal 50 when skin factor F5 (dullness / bear) is selected as the second attention factor FA2. On the subject terminal 50, an attention factor question QA, a skin image display unit 22, and slider units 24a and 24b are displayed. The skin image display unit 22 displays a second skin image 22c in which a skin case C corresponding to the skin factor F5 is illustrated. As shown in FIG. 4, the target site of skin factor F5 (dullness / bear) is the entire face and around the eyes. The dark portion 22d in FIG. 8 illustrates the “bear” around the eye.
 図9は、第二の注目因子FA2に関する注目因子スコアSAの配点テーブルTSを示す図である。本実施形態では、注目因子スコアSAの最低は3点、最高は8点の6段階である。図7に示した肌因子F4の配点テーブルTSと同様に、スライダ部24a、24bの座標の交点に注目因子スコアSAが記録されている。そして、スライダ部24aが左端(くまの範囲:狭い)にあるとき、その座標=10とする。一方、スライダ部24aが右端(くまの範囲:広い)にあるとき、その座標=0とする。また、スライダ部24bが下端(くまの色:薄い)にあるとき、その座標=10とする。一方、スライダ部24bが上端(くまの色:濃い)にあるとき、その座標=0とする。そして、スライダ部24a、24bにより入力された被験者Sの「くま」の範囲が狭くて色が薄いほど、注目因子スコアSAが高くなるように設定されている。逆に、入力された被験者Sの「くま」の範囲が広くて色が濃いほど、注目因子スコアSAは低くなるように設定されている。かかる注目因子スコアSAが、設問番号Q2に対する回答となる。 FIG. 9 is a diagram showing a scoring table TS of the attention factor score SA regarding the second attention factor FA2. In the present embodiment, the attention factor score SA has 6 levels of 3 points as the minimum and 8 points as the maximum. Similar to the scoring table TS of the skin factor F4 shown in FIG. 7, the attention factor score SA is recorded at the intersection of the coordinates of the slider portions 24a and 24b. And when the slider part 24a exists in a left end (bearing range: narrow), it is set as the coordinate = 10. On the other hand, when the slider portion 24a is at the right end (bearing range: wide), the coordinate = 0. When the slider portion 24b is at the lower end (bear color: light), the coordinate is set to 10. On the other hand, when the slider portion 24b is at the upper end (bear color: dark), the coordinate = 0. Then, the attention factor score SA is set to be higher as the “bear” range of the subject S input by the slider parts 24a and 24b is narrower and the color is lighter. On the contrary, the attention factor score SA is set to be lower as the range of “bear” of the input subject S is wider and the color is darker. The attention factor score SA is an answer to the question number Q2.
 すなわち、第一の肌画像22aの濃色部22bは目の下のシミである肝斑に対応し、第二の肌画像22cの濃色部22dは目周りの「くま」に対応している。ここで、肝斑はメラニン由来の肌症例であってシミと同じ肌因子F4に分類される。肝斑は真皮の深い位置のメラニン濃度に由来し、両目に左右対称に発現することが一般的である。一方、くまは片目の一方側に、または両目の場合は非対称に発現することが一般的である。くまには、目周りの鬱血に起因する血行由来の薄い赤色の「くま」と、真皮の浅い位置のメラニン由来の濃色の茶色い「くま」とが存在する。後者の肌症例は、肌のくすみと同じ肌因子F5に分類されるものである。本方法では、目周りの「くま」を肌因子F5に分類し、これがメラニン由来である場合(すなわち「くま」の色が濃い場合)に、その肌症例が重篤であると判断する。したがって、スライダ部24bの座標が上端に近づくほど、小さな注目因子スコアSAが付与される。 That is, the dark color portion 22b of the first skin image 22a corresponds to the melasma that is a stain under the eyes, and the dark color portion 22d of the second skin image 22c corresponds to the “bear” around the eyes. Here, melasma is a skin case derived from melanin, and is classified into the same skin factor F4 as a stain. The melasma is derived from the melanin concentration in the deep part of the dermis and is generally expressed symmetrically in both eyes. On the other hand, it is common for a bear to appear on one side of one eye or asymmetrically in the case of both eyes. There are light red “bears” derived from blood circulation caused by congestion around the eyes, and dark brown “bears” derived from melanin at a shallow position of the dermis. The latter skin cases are classified into the same skin factor F5 as the dullness of the skin. In this method, the “bear” around the eyes is classified into the skin factor F5, and when this is derived from melanin (that is, when the color of “bear” is dark), it is determined that the skin case is serious. Therefore, a smaller attention factor score SA is given as the coordinates of the slider portion 24b approach the upper end.
 そこで本方法では、肌画像表示部22は、両目の下部に左右対称な濃色部22b(肝斑)を有する第一の肌画像22aと、目周りに左右非対称な濃色部22d(くま)を有する第二の肌画像22cと、を表示させる。画像遷移部24は、第一の肌画像22aの濃色部22b(肝斑)の青味と、第二の肌画像22cの濃色部22d(くま)の赤味と、をそれぞれ変化させる。 Therefore, in this method, the skin image display unit 22 includes a first skin image 22a having a symmetric dark portion 22b (liver spot) at the lower part of both eyes and a dark portion 22d (bear) that is asymmetrical around the eyes. And a second skin image 22c having. The image transition unit 24 changes the bluish color of the dark color part 22b (liver spot) of the first skin image 22a and the reddish color of the dark color part 22d (bear) of the second skin image 22c.
 このように本実施形態では、肝斑を示す第一の肌画像22aと、くまを示す第二の肌画像22cとで濃色部22b、22dの対称性を相違させている。また、画像遷移部24によって第一の肌画像22aにおける濃色部22bの青味(青色成分の濃度)を変化させることで、これが肝斑の発現度合いを表していることを強調している。そして一方、画像遷移部24によって第二の肌画像22cにおける濃色部22dの赤味(赤色成分の濃度)を変化させて、具体的にはこの濃色部22dの色を赤色と茶色との間で変化させることで、これが「くま」の発現度合いを表していることを強調している。
 上記のように肝斑の肌因子F4と「くま」の肌因子F5とは互いに異なるため、仮に両者を混同して注目因子スコアSAを入力した場合には肌状態の判定結果が大きく相違する可能性がある。これに対し、本実施形態のように肝斑と「くま」とで肌画像表示部22の表示態様を代えることで、被験者Sは自分の顔の目周りの濃色部が肝斑であるか「くま」であるかを混同することなく肌因子Fを適切に選択することができる。これにより、本方法によれば被験者Sの肌状態を正しく判定することができる。
Thus, in the present embodiment, the symmetry of the dark portions 22b and 22d is different between the first skin image 22a showing melasma and the second skin image 22c showing a bear. Further, it is emphasized that the image transition unit 24 changes the bluishness (the density of the blue component) of the dark color portion 22b in the first skin image 22a, thereby expressing the degree of measles development. On the other hand, the redness (density of red component) of the dark color portion 22d in the second skin image 22c is changed by the image transition portion 24. Specifically, the color of the dark color portion 22d is changed between red and brown. It is emphasized that this represents the degree of expression of “Kuma”.
As described above, the skin factor F4 of melasma and the skin factor F5 of “Kuma” are different from each other. Therefore, if the attention factor score SA is input by confusion between the two, the determination result of the skin state may be greatly different. There is sex. On the other hand, by changing the display mode of the skin image display unit 22 between melasma and “Kuma” as in the present embodiment, the subject S has the dark color around the eyes of his / her face as melasma. The skin factor F can be appropriately selected without confusion about whether it is a “bear”. Thereby, according to this method, the test subject's S skin state can be determined correctly.
 ステップS40において、送信部58(図1を参照)は、注目因子FAとして選択されなかった他の肌因子F(一般因子FC)に関する一般因子設問QCを被験者端末50に提示する。そして、入力部20は、この一般因子設問QCに対する回答を被験者Sから受け付ける。 In step S40, the transmission unit 58 (see FIG. 1) presents to the subject terminal 50 a general factor question QC related to another skin factor F (general factor FC) that has not been selected as the attention factor FA. Then, the input unit 20 receives an answer to the general factor question QC from the subject S.
 図10は、一般因子FCの一覧を示す一般因子テーブルTCを示す図である。本方法では、設問番号Q3~Q11の一般因子設問QCを被験者Sに提示する。一般因子設問QCに対する回答は、各設問とも3つの選択肢から選択的に受け付ける。この3つの選択肢に対して、2または3段階の一般因子スコアSCが対応づけられている。ステップS40では、肌状態判定装置100の入力部20は一般因子FCの一覧の一部または全部について一般因子スコアSCを取得する。 FIG. 10 is a diagram showing a general factor table TC showing a list of general factors FC. In this method, a general factor question QC with question numbers Q3 to Q11 is presented to the subject S. Answers to the general factor question QC are selectively received from three options for each question. Two or three general factor scores SC are associated with these three options. In step S40, the input unit 20 of the skin condition determination device 100 acquires the general factor score SC for a part or all of the list of general factors FC.
 すなわち、入力部20は、一般因子スコアSCの入力を複数段階(2~3段階)の選択肢から選択的に受け付ける。そして、入力部20は、注目因子スコアSAの入力を一般因子スコアSCよりも多段階(5~10段階)の選択肢から選択的に受け付ける。これにより、注目因子FAの発現度合いを被験者Sから詳細に問診し、かつ他の一般因子FCの発現度合いを被験者Sから簡易に問診することができる。このため、被験者Sの問診負担を軽減しつつも、被験者Sの悩みに応じた判定結果を得ることができる。 That is, the input unit 20 selectively accepts the input of the general factor score SC from a plurality of (2 to 3) stage options. Then, the input unit 20 selectively accepts the input of the attention factor score SA from options of multiple levels (5 to 10 levels) than the general factor score SC. Thereby, the subject S can be inquired in detail about the expression level of the attention factor FA, and the subject S can be easily inquired about the expression level of other general factors FC. For this reason, the determination result according to the subject's S trouble can be obtained, reducing the medical examination burden of the subject S.
 また、ステップS40では、注目因子FAとして選択された肌因子F(肌因子F4およびF5)に関する一般因子スコアSCの入力を省略する。これにより、共通の肌因子Fに関して注目因子スコアSAと一般因子スコアSCの入力を重複して行う必要がないため、被験者Sへの問診負担が軽減される。 In step S40, the input of the general factor score SC regarding the skin factor F (skin factors F4 and F5) selected as the attention factor FA is omitted. Thereby, since it is not necessary to input the attention factor score SA and the general factor score SC with respect to the common skin factor F, the burden of interrogation to the subject S is reduced.
 ステップS50において、送信部58(図1を参照)は、触診設問QPPを被験者端末50に提示する。そして、入力部20は、この触診設問QPPに対する回答として、被験者Sが自ら行った肌の触診結果を表す触診スコアSPPを更に受け付ける。 In step S50, the transmission unit 58 (see FIG. 1) presents the palpation question QPP to the subject terminal 50. And the input part 20 further receives the palpation score SPP showing the palpation result of the skin which the test subject S performed as a reply with respect to this palpation question QPP.
 図11は、触診設問QPPの一覧を示す触診テーブルTPPを示す図である。本方法では、設問番号Q12~Q15の最大4つの触診設問QPPを被験者端末50に提示する。Q12は肌感触に関する設問であり、肌因子F3(肌のカサツキ・乾燥)に分類される。また、Q13は皮脂量に関する設問であり、肌因子F1(脂っぽさ)に分類される。Q14は真皮の弾性に由来する肌弾力(肌因子F12)に関する設問である。Q15は肌温度(肌因子F13)に関する設問である。 FIG. 11 is a diagram showing a palpation table TPP showing a list of palpation questions QPP. In this method, up to four palpation questions QPP with question numbers Q12 to Q15 are presented to the subject terminal 50. Q12 is a question regarding skin feel, and is classified into skin factor F3 (skin roughness / dryness). Q13 is a question related to the amount of sebum, and is classified into skin factor F1 (greasiness). Q14 is a question regarding skin elasticity (skin factor F12) derived from the elasticity of the dermis. Q15 is a question regarding skin temperature (skin factor F13).
 すなわち、触診スコアSPPは、被験者Sの真皮の弾性の度合い(肌弾力)または肌温度の高低を示す設問を含む。このように、本方法では、見た目に現れにくい肌状態に関する設問を触診設問QPPとして被験者Sに提示する。これにより、注目因子スコアSAのように肌の見た目から判断して入力する設問のみならず、見た目から判断することが難しい肌因子Fについても問診することができる。 That is, the palpation score SPP includes a question indicating the degree of elasticity (skin elasticity) of the dermis of the subject S or the skin temperature. Thus, in this method, the question regarding the skin condition that is difficult to appear visually is presented to the subject S as the palpation question QPP. This makes it possible to interrogate not only questions that are determined and input from the appearance of the skin, such as the attention factor score SA, but also skin factors F that are difficult to determine from the appearance.
 触診設問QPPに対する触診スコアSPPの回答は、注目因子設問QAと同様に、スライダ部24a、24bによって肌画像表示部22の表示態様を多段階に変化させ、かかるスライダ部24a、24bの座標に基づいて入力部20が取得してもよい。また、触診スコアSPPの回答は、注目因子スコアSAと同様に、一般因子スコアSCよりも多段階(5~10段階)の選択肢から選択的に受け付けることが好ましい。本方法では、触診スコアSPPを10点満点で評価するものとする。 As with the attention factor question QA, the answer of the palpation score SPP to the palpation question QPP is based on the coordinates of the slider portions 24a and 24b by changing the display mode of the skin image display portion 22 in multiple stages by the slider portions 24a and 24b. The input unit 20 may acquire the information. Moreover, it is preferable that the answer of the palpation score SPP is selectively received from options of multiple levels (5 to 10 levels) than the general factor score SC, similarly to the attention factor score SA. In this method, the palpation score SPP is evaluated with a maximum of 10 points.
 なお、ステップS30において、被験者Sが肌因子テーブルTF(図4を参照)から肌因子F3または肌因子F1を注目因子FAとして選択して注目因子スコアSAを入力した場合、ステップS50ではこれと重複する肌因子にかかる触診設問QPPを省略する。これにより、被験者Sの問診負荷を軽減している。具体的には、ステップS30で被験者Sが肌因子F3を選択した場合、ステップS50では設問番号Q12を省略する。また、ステップS30で被験者Sが肌因子F1を選択した場合、ステップS50では設問番号Q13を省略する。肌因子F3(カサツキ・乾燥)は、保水力P2およびセラミド量P3に関する代表的な設問である。このため、ステップS30またはステップS50のいずれか一方において、注目因子スコアSAまたは触診スコアSPPとして一般因子スコアSCよりも精細(多段階)な回答を取得することが好ましい。同様に、肌因子F1(脂っぽさ)は、皮脂量P1に関する代表的な設問である。このため、ステップS30またはステップS50のいずれか一方において、注目因子スコアSAまたは触診スコアSPPを一般因子スコアSCよりも精細(多段階)に取得することが好ましい。 In step S30, when the subject S selects the skin factor F3 or the skin factor F1 as the attention factor FA from the skin factor table TF (see FIG. 4) and inputs the attention factor score SA, it overlaps with this in step S50. The palpation question QPP related to the skin factor is omitted. Thereby, the examination load of the subject S is reduced. Specifically, when the subject S selects the skin factor F3 in step S30, the question number Q12 is omitted in step S50. When the subject S selects the skin factor F1 in step S30, the question number Q13 is omitted in step S50. Skin factor F3 (cracking / drying) is a typical question regarding water retention power P2 and ceramide amount P3. For this reason, in either step S30 or step S50, it is preferable to obtain a finer (multistage) answer than the general factor score SC as the attention factor score SA or palpation score SPP. Similarly, skin factor F1 (greasiness) is a typical question regarding sebum amount P1. For this reason, it is preferable that the attention factor score SA or the palpation score SPP is acquired more finely (multistage) than the general factor score SC in either one of step S30 and step S50.
 ステップS52において、入力部20は、被験者Sの住居地域RA、年齢AGまたは性別SXを示す属性入力を更に受け付ける。後述するように、肌状態判定システム200においては、受け付けた住居地域RA、年齢AGまたは性別SXごとの肌状態の判定結果に関する統計データ(平均スコアAV)を、被験者Sの肌状態の判定結果(肌スコアSS)と対比して出力する。肌スコアSSは、被験者Sの肌状態を状態パラメータPごとに定量化したスコアである。 In step S52, the input unit 20 further receives an attribute input indicating the residence area RA, the age AG, or the sex SX of the subject S. As will be described later, in the skin condition determination system 200, statistical data (average score AV) regarding the determination result of the skin condition for each accepted residential area RA, age AG or sex SX is used as the determination result of the skin condition of the subject S ( Output in comparison with skin score SS). The skin score SS is a score obtained by quantifying the skin state of the subject S for each state parameter P.
 ステップS60において、演算部10は、注目因子スコアSAおよび一般因子スコアSCに重率を付与したうえで状態パラメータPを算出する。注目因子スコアSAに付与する第一の重率W1は、一般因子スコアSCに付与する第二の重率W2よりも大きい。さらに演算部10は、触診スコアSPPに対して、第一の重率W1と第二の重率W2との中間の重率(第三の重率W3)を付与して状態パラメータPを算出する。 In step S60, the calculation unit 10 calculates the state parameter P after assigning weights to the attention factor score SA and the general factor score SC. The first weight W1 assigned to the attention factor score SA is larger than the second weight W2 assigned to the general factor score SC. Further, the calculation unit 10 calculates a state parameter P by adding an intermediate weight (third weight W3) between the first weight W1 and the second weight W2 to the palpation score SPP. .
 図12は、重率テーブルTWを示す図である。図13および図14は、第一から第三の重率W1~W3を表すマトリクスM1~M12を示す図である。第一から第三の重率W1~W3はマトリクスM1~M12の要素として定義されている。これらのマトリクスは肌因子記憶部42に記憶されている(図1を参照)。 FIG. 12 is a diagram showing the weight ratio table TW. 13 and 14 are diagrams showing matrices M1 to M12 representing the first to third weight ratios W1 to W3. The first to third weight ratios W1 to W3 are defined as elements of the matrices M1 to M12. These matrices are stored in the skin factor storage unit 42 (see FIG. 1).
 本方法における状態パラメータPの算出は以下のように行う。
 上述のようにステップS30において第一の注目因子FA1として肌因子F4を選択し、第二の注目因子FA2として肌因子F5を選択した場合を例示する。図3に示すように、皮脂量P1、保水力P2、セラミド量P3および弾力性P4に関しては、対応する肌因子に肌因子F4またはF5は含まれていない。したがって、これらの状態パラメータPの肌スコアSSは、一般因子スコアSCおよび触診スコアSPPのみに基づいて算出する。このように注目因子FAを含まない状態パラメータPに関しては、一般因子スコアSCと触診スコアSPPとに等しい重率を付与して肌スコアSSを算出する。皮脂量P1を例示してより具体的に説明する。皮脂量P1に対応づけられた肌因子F1(図10:Q3)、F2(図10:Q4)、F9(図10:Q9)の一般因子スコアSC、およびQ13にかかる触診スコアSPPを、それぞれ0以上1以下の得点率に換算し、それに重率25を乗じる。たとえば、一般因子スコアSC(3点満点)に対して、肌因子F1(Q3)が3点、肌因子F2(Q4)が2点、肌因子F9(Q9)が1点であったとする。そして、Q13にかかる触診スコアSPPが10点満点中の5点であったとする。この場合、各設問に対する得点率を0以上1以下に換算して重率25を乗じることにより、肌スコアSS=3/3*25+2/3*25+1/3*25+5/10*25=62.5点と算出される。
 保水力P2、セラミド量P3および弾力性P4も同様に算出される。
The calculation of the state parameter P in this method is performed as follows.
As described above, the case where the skin factor F4 is selected as the first attention factor FA1 and the skin factor F5 is selected as the second attention factor FA2 in step S30 is illustrated. As shown in FIG. 3, regarding the amount of sebum P1, the water retention power P2, the amount of ceramide P3, and the elasticity P4, the skin factor F4 or F5 is not included in the corresponding skin factor. Therefore, the skin score SS of these state parameters P is calculated based only on the general factor score SC and the palpation score SPP. As described above, regarding the state parameter P that does not include the attention factor FA, the skin score SS is calculated by assigning a weight equal to the general factor score SC and the palpation score SPP. The amount of sebum P1 will be exemplified and described more specifically. The skin factor F1 (FIG. 10: Q3), F2 (FIG. 10: Q4), F9 (FIG. 10: Q9) general factor score SC associated with the sebum amount P1, and palpation score SPP applied to Q13 are each 0. The score is converted to a score of 1 or less and multiplied by a weight factor of 25. For example, it is assumed that the skin factor F1 (Q3) is 3 points, the skin factor F2 (Q4) is 2 points, and the skin factor F9 (Q9) is 1 point with respect to the general factor score SC (full score of 3). Then, it is assumed that the palpation score SPP according to Q13 is 5 out of 10 points. In this case, the skin score SS = 3/3 * 25 + 2/3 * 25 + 1/3 * 25 + 5/10 * 25 = 62.5 is obtained by converting the score rate for each question from 0 to 1 and multiplying by the weight rate 25. Calculated as a point.
Water holding power P2, ceramide amount P3, and elasticity P4 are calculated in the same manner.
 これに対し、注目因子FA(肌因子F5)が対応づけられた状態パラメータPである血行P5は、マトリクスを用いて以下のように算出される。まず、肌因子F5が第二の注目因子FA2であることから、重率テーブルTWにおいて二番目に記載されたマトリクス(M8)を選択する。肌因子F5が第一の注目因子FA1であった場合は、一番目のマトリクス(M7)を選択する。また、状態パラメータPが第一の注目因子FA1および第二の注目因子FA2を共に含む場合は、三番目のマトリクス(M9)を選択する。
 図14に示すように、マトリクスM8は三行二列の行列である。重率テーブルTWにおける一番目および二番目のマトリクス(M1、M2、M4、M5、M7、M8、M10、M11)の列数は、当該状態パラメータPに対応する肌因子Fのうち、触診スコアSPPに関するものを除いた因子数に対応している。血行P5は、触診スコアSPPに関する肌因子F13を除いて2つの肌因子F(F5およびF11)が対応しているため、マトリクスM8の列数は2列である。このうちの1列目(46、27、27)は肌因子F5が注目因子FAである場合の重率にあたり、2列目は肌因子F11が注目因子FAである場合の重率にあたる。これらの数値が、順に第一の重率W1~第三の重率W3にあたる。
 そして、肌因子F5の注目因子スコアSA、肌因子F11の一般因子スコアSCおよび肌因子F13の触診スコアSPPをそれぞれ0以上1以下の得点率に換算した三行一列の行列と、第一の重率W1~第三の重率W3との内積演算を行うことにより肌スコアSSが算出される。
 具体的には、たとえば肌因子F5の注目因子スコアSAを10点満点中の6点、肌因子F11の一般因子スコアSCを3点満点中の1点、肌因子F13の触診スコアSPPを10点満点中の5点とする。この場合、各設問に対する得点率を0以上1以下に換算して第一の重率W1~第三の重率W3を乗じることにより、肌スコアSS=6/10*46+1/3*27+5/10*27=50.1点と算出される。
On the other hand, the blood circulation P5, which is the state parameter P associated with the attention factor FA (skin factor F5), is calculated as follows using a matrix. First, since the skin factor F5 is the second attention factor FA2, the matrix (M8) described second in the weight table TW is selected. When the skin factor F5 is the first attention factor FA1, the first matrix (M7) is selected. When the state parameter P includes both the first attention factor FA1 and the second attention factor FA2, the third matrix (M9) is selected.
As shown in FIG. 14, the matrix M8 is a matrix with three rows and two columns. The number of columns of the first and second matrices (M1, M2, M4, M5, M7, M8, M10, M11) in the weight table TW is the palpation score SPP among the skin factors F corresponding to the state parameter P. This corresponds to the number of factors excluding those related to. Since the blood circulation P5 corresponds to two skin factors F (F5 and F11) except for the skin factor F13 related to the palpation score SPP, the number of columns of the matrix M8 is two. Of these, the first column (46, 27, 27) corresponds to the weight when the skin factor F5 is the attention factor FA, and the second column corresponds to the weight when the skin factor F11 is the attention factor FA. These numerical values correspond to the first weight ratio W1 to the third weight ratio W3 in order.
A matrix of three rows and one column obtained by converting the attention factor score SA of the skin factor F5, the general factor score SC of the skin factor F11, and the palpation score SPP of the skin factor F13 into a score rate of 0 or more and 1 or less, respectively, The skin score SS is calculated by performing an inner product calculation with the rate W1 to the third weight rate W3.
Specifically, for example, the attention factor score SA of skin factor F5 is 6 points out of 10 points, the general factor score SC of skin factor F11 is 1 point out of 3, and the palpation score SPP of skin factor F13 is 10 points 5 points out of the maximum. In this case, the skin score SS = 6/10 * 46 + 1/3 * 27 + 5/10 by converting the score rate for each question from 0 to 1 and multiplying by the first weight rate W1 to the third weight rate W3. * 27 = 50.1 points.
 さらに、第一の注目因子FA1(肌因子F4)および第二の注目因子FA2(肌因子F5)が対応づけられた状態パラメータPであるメラニン量P6もまた、マトリクスを用いて以下のように算出される。図12に示す重率テーブルTWにおいて、三番目のマトリクス(M12)を選択する。
 図14に示すように、マトリクスM12は四行六列の行列である。重率テーブルTWにおける三番目のマトリクス(M3、M6、M9、M12)の列数は、当該状態パラメータPに対応する肌因子Fのうち、触診スコアSPPに関するものを除いた因子数から2つを選択する組み合わせ数に対応している。メラニン量P6には4つの肌因子F(F4、F5、F10およびF9)が対応しているため、マトリクスM12の列数は6列である。このうちの1列目(30、30、20、20)は、第一の注目因子FA1および第二の注目因子FA2の組み合わせが、肌因子F4およびF5である場合の重率を表している。すなわち、注目因子スコアSA(肌因子F4、F5)に付与される第一の重率W1は30であり、一般因子スコアSC(肌因子F10、F9)に付与される第二の重率W2は、第一の重率W1よりも小さい20である。
 そして、注目因子スコアSAと一般因子スコアSCをそれぞれ0以上1以下の得点率に換算した三行一列の行列と、第一の重率W1および第二の重率W2との内積演算を行うことで、メラニン量P6の肌スコアSSが算出される。
 具体的には、たとえば肌因子F4の注目因子スコアSAを10点満点中の4点、肌因子F5の注目因子スコアSAを10点満点中の6点、肌因子F10の一般因子スコアSCを3点満点中の2点、肌因子F9の一般因子スコアSCを3点満点中の1点とする。この場合、各設問に対する得点率を0以上1以下に換算して第一の重率W1および第二の重率W2を乗じることにより、肌スコアSS=4/10*30+6/10*30+2/3*20+1/3×20=50.0点と算出される。
Further, the melanin amount P6, which is a state parameter P associated with the first attention factor FA1 (skin factor F4) and the second attention factor FA2 (skin factor F5), is also calculated using a matrix as follows. Is done. In the weight ratio table TW shown in FIG. 12, the third matrix (M12) is selected.
As shown in FIG. 14, the matrix M12 is a matrix with 4 rows and 6 columns. The number of columns of the third matrix (M3, M6, M9, M12) in the weight table TW is two from the number of factors excluding those related to the palpation score SPP among the skin factors F corresponding to the state parameter P. It corresponds to the number of combinations to be selected. Since four skin factors F (F4, F5, F10, and F9) correspond to the melanin amount P6, the number of columns of the matrix M12 is six. Of these, the first column (30, 30, 20, 20) represents the weight when the combination of the first attention factor FA1 and the second attention factor FA2 is the skin factors F4 and F5. That is, the first weight W1 given to the attention factor score SA (skin factors F4, F5) is 30, and the second weight W2 given to the general factor score SC (skin factors F10, F9) is , 20, which is smaller than the first weight factor W1.
Then, an inner product operation of the matrix of three rows and one column obtained by converting the attention factor score SA and the general factor score SC into a score rate of 0 or more and 1 or less and the first weight factor W1 and the second weight factor W2 is performed. Thus, the skin score SS of the melanin amount P6 is calculated.
Specifically, for example, the attention factor score SA of skin factor F4 is 4 out of 10 points, the attention factor score SA of skin factor F5 is 6 points out of 10, and the general factor score SC of skin factor F10 is 3 The general factor score SC of 2 points out of a full score and the skin factor F9 is set as 1 point out of 3 points. In this case, the skin score SS = 4/10 * 30 + 6/10 * 30 + 2/3 is obtained by converting the score for each question from 0 to 1 and multiplying by the first weight W1 and the second weight W2. * 20 + 1/3 × 20 = 50.0 points.
 以上により、状態パラメータPの肌スコアSSがそれぞれ算出される。被験者Sの肌スコアSSは判定結果蓄積部46に記録され、平均スコアAVが更新される。 From the above, the skin score SS of the state parameter P is calculated. The skin score SS of the subject S is recorded in the determination result accumulation unit 46, and the average score AV is updated.
 マトリクスM1からM3に関して付言する。状態パラメータP1~P3において、図12に示す最上位の肌因子F1またはF3が第一の注目因子FA1として選択された場合、図13のマトリクスM1に示すように第一の重率W1として50が付与される。一方、これらの肌因子が第二の注目因子FA2として選択された場合には、マトリクスM2に示すように第一の重率W1として46が付与される。言い換えると、第一の注目因子FA1にかかる注目因子スコアSAに付与される第一の重率W1に比べて、第二の注目因子FA2にかかる注目因子スコアSAに付与される第一の重率W1は小さい。これにより、被験者Sの注目度に応じて、大きな重率が注目因子スコアSAに付与されることとなる。 Additional notes regarding the matrixes M1 to M3. In the state parameters P1 to P3, when the highest skin factor F1 or F3 shown in FIG. 12 is selected as the first attention factor FA1, 50 is set as the first weight W1, as shown in the matrix M1 in FIG. Is granted. On the other hand, when these skin factors are selected as the second attention factor FA2, 46 is given as the first weight W1, as shown in the matrix M2. In other words, the first weight assigned to the attention factor score SA applied to the second attention factor FA2 is larger than the first weight W1 assigned to the attention factor score SA applied to the first attention factor FA1. W1 is small. Thus, a large weight is given to the attention factor score SA according to the degree of attention of the subject S.
 また、状態パラメータP1~P3において、図12に示す第二位の肌因子F2・F7・F6が第一の注目因子FA1として選択された場合、これらの肌因子Fにかかる注目因子スコアSAに対して、第一の重率W1として50が付与される。この場合、一般因子スコアSCには第二の重率W2として15が付与され、触診スコアSPPには第三の重率W3として20が付与される。すなわち、付与される重率が大きい順に、注目因子スコアSA、触診スコアSPP、一般因子スコアSCの順となる。これにより、被験者Sの注目度に応じて、また問診に対する回答の段階数に応じて、大きな重率が注目因子スコアSA、触診スコアSPP、一般因子スコアSCの順に付与されることとなる。 Also, in the state parameters P1 to P3, when the second highest skin factors F2, F7, and F6 shown in FIG. 12 are selected as the first attention factors FA1, the attention factor scores SA for these skin factors F are determined. Thus, 50 is given as the first weight ratio W1. In this case, the general factor score SC is given 15 as the second weight W2, and the palpation score SPP is given 20 as the third weight W3. That is, the factor of interest SA, the palpation score SPP, and the general factor score SC are in order of increasing weighting. Thus, depending on the degree of attention of the subject S and the number of stages of answers to the inquiry, a large weight is assigned in the order of the attention factor score SA, the palpation score SPP, and the general factor score SC.
 ステップS62においては、状態パラメータPごとに算出された肌スコアSSの傾向に基づいて被験者Sの肌状態を判定する。肌状態の具体的な判定方法には種々の方法を採りうる。本方法では、状態パラメータP1~P3の肌スコアSSによって被験者Sの肌を9つの肌属性CSのいずれかに分類し、さらに状態パラメータP4~P6の大小関係によって被験者Sを2つの肌傾向に分類する。 In step S62, the skin state of the subject S is determined based on the tendency of the skin score SS calculated for each state parameter P. Various methods can be adopted as a specific method for determining the skin condition. In this method, the skin of the subject S is classified into one of the nine skin attributes CS according to the skin score SS of the state parameters P1 to P3, and the subject S is classified into two skin trends according to the magnitude relationship of the state parameters P4 to P6. To do.
 図15は、肌スコアSSの算出結果の例を示す図である。具体的な数値の記載は省略している。図16は、被験者の肌属性CSの一例を示す図である。図16においては、肌属性CSごとに適合する美容関連商品PDの識別番号を対応づけた商品テーブルTDを併せて表記している。 FIG. 15 is a diagram illustrating an example of a calculation result of the skin score SS. The description of specific numerical values is omitted. FIG. 16 is a diagram illustrating an example of the skin attribute CS of the subject. In FIG. 16, a product table TD in which identification numbers of beauty-related products PD suitable for each skin attribute CS are associated is also shown.
 肌属性CSは、状態パラメータP1(皮脂量)の肌スコアSSの大小と、状態パラメータP2(保水力)と状態パラメータP3(セラミド量)の平均の肌スコアSSの大小と、によって分類することができる。また、ステップS52において被験者Sが入力した属性(住居地域RA、年齢AGまたは性別SX)ごとに、肌属性CSを更に精細に分類してもよい。 The skin attribute CS can be classified by the magnitude of the skin score SS of the state parameter P1 (sebum amount) and the magnitude of the average skin score SS of the state parameter P2 (water retention) and the state parameter P3 (ceramide amount). it can. Moreover, you may classify | categorize skin attribute CS further finely for every attribute (residence area RA, age AG, or sex SX) which the test subject S input in step S52.
 具体的には、図16では、皮脂量P1の肌スコアSSの大小によってo(脂っぽい)、n(中程度)、d(ドライ)の3群に分類する。さらに、保水力P2とセラミド量P3の平均の肌スコアSSの大小によってA1(潤い肌)、A2(中程度)、B(乾燥肌)の3群に分類する。図16の商品テーブルTDでは、これらの群同士を掛け合わせた9通りの肌属性CSについて、さらに年齢層を3段階に分類してある。商品テーブルTDでは、各分類の被験者Sに対して適合する美容関連商品PDの識別番号が対応づけられている。商品テーブルTDは出力情報記憶部44(図1を参照)に記憶されている。肌状態判定装置100の演算部10は出力情報記憶部44を参照して、被験者Sが属する肌属性CSに対応づけられた美容関連商品PDを抽出する。 Specifically, in FIG. 16, the skin score SS of the sebum amount P1 is classified into three groups of o (greasy), n (medium), and d (dry). Furthermore, it classify | categorizes into three groups of A1 (moisture skin), A2 (medium), and B (dry skin) by the magnitude of the average skin score SS of the water retention power P2 and the amount of ceramide P3. In the product table TD of FIG. 16, the age group is further classified into three levels for the nine skin attributes CS obtained by multiplying these groups. In the product table TD, the identification number of the beauty related product PD that matches the subject S of each category is associated. The product table TD is stored in the output information storage unit 44 (see FIG. 1). The calculation unit 10 of the skin condition determination apparatus 100 refers to the output information storage unit 44 and extracts the beauty-related product PD associated with the skin attribute CS to which the subject S belongs.
 また、ステップS62では、弾力性P4の肌スコアSS(以下、弾力値という)と、血行P5およびメラニン量P6の平均の肌スコアSS(以下、肌色値という)と、の大小関係によって、被験者Sを2つの肌傾向に分類する。被験者Sの肌色値が弾力値よりも大きい場合、肌状態判定装置100の演算部10は、角層の柔軟化などの弾力性P4の改善を優先するための有効成分を含む美容関連商品PDを抽出する。一方、被験者Sの弾力値が肌色値以上である場合、肌状態判定装置100の演算部10は、血行促進剤や美白剤などの血行P5またはメラニン量P6を改善する有効成分を含む美容関連商品PDを抽出する。 Further, in step S62, the subject S is determined by the magnitude relationship between the skin score SS of elasticity P4 (hereinafter referred to as elasticity value) and the average skin score SS of blood circulation P5 and melanin amount P6 (hereinafter referred to as skin color value). Are classified into two skin tendencies. When the skin color value of the subject S is larger than the elasticity value, the calculation unit 10 of the skin condition determination device 100 selects the beauty related product PD including the active ingredient for giving priority to the improvement of the elasticity P4 such as the softening of the stratum corneum. Extract. On the other hand, when the elasticity value of the subject S is equal to or greater than the skin color value, the calculation unit 10 of the skin condition determination apparatus 100 includes a beauty-related product including an active ingredient that improves the blood circulation P5 or the melanin amount P6 such as a blood circulation accelerator or a whitening agent. Extract PD.
 図17は、ステップS80にて被験者端末50で表示出力する判定結果の一例である。この判定結果は、チャートCH、美容関連商品PDおよび美容アドバイスMSGを含む。なお、図17では、美容アドバイスMSGの具体的な内容は記載を省略している。本方法で出力するチャートCHは、被験者Sに関する状態パラメータP1~P6の肌スコアSSの各値と、被験者Sと同属性の母集団の肌スコアSSの平均スコアAVと、を対比して表示したレーダーチャートである。美容アドバイスMSGは、状態パラメータP1~P6の肌スコアSSの傾向ごとに予め出力情報記憶部44に記憶されている。演算部10は出力情報記憶部44を参照し、算出された肌スコアSSに対応する美容アドバイスMSGを抽出する。演算部10は、送信部58を通じて美容アドバイスMSGを被験者端末50に送信し、これを表示出力させる(図1を参照)。美容関連商品PDの出力に関しては後述する。 FIG. 17 is an example of a determination result displayed and output on the subject terminal 50 in step S80. This determination result includes the chart CH, the beauty related product PD, and the beauty advice MSG. In FIG. 17, the specific content of the beauty advice MSG is not shown. The chart CH output by this method is displayed by comparing each value of the skin score SS of the state parameters P1 to P6 related to the subject S and the average score AV of the skin score SS of the population having the same attribute as the subject S. It is a radar chart. The beauty advice MSG is stored in advance in the output information storage unit 44 for each tendency of the skin score SS of the state parameters P1 to P6. The calculation unit 10 refers to the output information storage unit 44 and extracts the beauty advice MSG corresponding to the calculated skin score SS. The calculation unit 10 transmits the beauty advice MSG to the subject terminal 50 through the transmission unit 58, and displays and outputs the beauty advice MSG (see FIG. 1). The output of the beauty related product PD will be described later.
<簡易モード>
 モード選択ステップS20で簡易モードを受け付けた場合(図2:ステップS22=N)は、注目因子スコアSAおよび触診スコアSPPを入力せずに肌状態を簡易に判定する簡易モードに移行する。簡易モードは、大別して、入力ステップ(ステップS71およびS72)、演算ステップ(ステップS73)、および出力ステップ(ステップS80およびS90)で構成される。簡易モードでは、肌因子F1~F11が一般因子設問QCとして被験者Sに提示される(図10を参照)。被験者Sは被験者端末50を操作して一般因子スコアSCを回答入力する(図2:ステップS71)。
 つぎに、ステップS52と同様に、入力部20は、被験者Sの住居地域RA、年齢AGまたは性別SXを示す属性入力を受け付ける(図2:ステップS72)。
<Simple mode>
When the simple mode is accepted in the mode selection step S20 (FIG. 2: step S22 = N), the mode shifts to the simple mode in which the skin condition is easily determined without inputting the attention factor score SA and the palpation score SPP. The simple mode is roughly divided into an input step (steps S71 and S72), a calculation step (step S73), and an output step (steps S80 and S90). In the simple mode, skin factors F1 to F11 are presented to the subject S as general factor questions QC (see FIG. 10). The subject S operates the subject terminal 50 and inputs the general factor score SC as an answer (FIG. 2: step S71).
Next, similarly to step S52, the input unit 20 receives an attribute input indicating the residence area RA, age AG, or sex SX of the subject S (FIG. 2: step S72).
 演算部10は、一般因子スコアSCに基づいて状態パラメータP1~P6を算出する(図2:ステップS73)。簡易モードでは一般因子スコアSCに重率を付与しない。状態パラメータP1~P6に対応づけられた2乃至4個の肌因子F1~F11(触診に関する肌因子を除く)に関する一般因子スコアSCの得点合計から状態パラメータP1~P6の肌スコアSSを算出する(図3のパラメータテーブルTPを参照)。演算部10は出力情報記憶部44を参照し、肌スコアSSに基づいて美容関連商品PDを抽出する。 The calculation unit 10 calculates the state parameters P1 to P6 based on the general factor score SC (FIG. 2: step S73). In the simple mode, no weight is given to the general factor score SC. The skin score SS of the state parameters P1 to P6 is calculated from the total score of the general factor scores SC regarding 2 to 4 skin factors F1 to F11 (excluding skin factors related to palpation) associated with the state parameters P1 to P6 ( (See parameter table TP in FIG. 3). The calculation unit 10 refers to the output information storage unit 44 and extracts the beauty related product PD based on the skin score SS.
<商品提示方法>
 本方法では、上記の肌状態判定方法を用いて美容関連商品PDの商品提示を行う。この商品提示方法は、算出された複数の状態パラメータPの値に基づいて被験者Sの肌状態を複数のカテゴリに分類し、分類されたカテゴリに予め対応づけられた美容関連商品PDを提示するものである。図17に示すように、被験者端末50で表示出力する判定結果は、提示される美容関連商品PDを特定する情報(画像や名称など)を含んでいる。図17に示す例では、美容関連商品PDの名称(化粧水、日中用乳液、美容液、保湿剤)およびそれぞれの画像が表示出力されている。演算部10は、被験者Sが属するカテゴリに基づいて、出力情報記憶部44に記憶された美容関連商品PDおよび美容アドバイスMSGを抽出し、送信部58を通じてこれらを送信する。
<Product presentation method>
In this method, product presentation of the beauty related product PD is performed using the above-described skin condition determination method. This product presentation method classifies the skin state of the subject S into a plurality of categories based on the calculated values of the plurality of state parameters P, and presents the beauty-related product PD previously associated with the classified categories. It is. As shown in FIG. 17, the determination result displayed and output on the subject terminal 50 includes information (image, name, etc.) for specifying the presented beauty-related product PD. In the example shown in FIG. 17, the names of the beauty-related products PD (skin lotion, daytime emulsion, beauty serum, moisturizer) and respective images are displayed and output. The calculation unit 10 extracts the beauty related product PD and the beauty advice MSG stored in the output information storage unit 44 based on the category to which the subject S belongs, and transmits them through the transmission unit 58.
 状態パラメータPは、メラニン含有量(メラニン量P6)および血行の度合い(血行P5)を含む。美容関連商品PDは、美白剤または血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を含むとよい。そして、算出されたメラニン含有量(メラニン量P6の肌スコアSS)が一の閾値以上である場合に美白剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示する。また、算出された血行の度合い(血行P5の肌スコアSS)が他の閾値以上である場合に、血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示する。 The state parameter P includes the melanin content (melanin amount P6) and the degree of blood circulation (blood circulation P5). The beauty-related product PD may include a moisturizer, a facial cleanser or a makeup remover containing a whitening agent or a blood circulation promoter. Then, when the calculated melanin content (skin score SS of melanin amount P6) is equal to or greater than one threshold, a moisturizer, facial cleanser or makeup remover containing a whitening agent is presented. In addition, when the calculated blood circulation degree (skin score SS of blood circulation P5) is equal to or higher than another threshold value, a moisturizer, face cleanser or makeup remover containing a blood circulation promoter is presented.
 保湿剤は、肌に長時間に亘って接触し、また肌に浸透する化粧品である。このため、特に美白剤を含有させた保湿剤は、保湿効果とともに美白効果を長時間に亘って十分に得ることができる。したがって、被験者Sのメラニン量P6が所定の閾値以上であった場合には、美白剤を含有する保湿剤を提示することがきわめて有用である。また、洗顔剤やメイク落とし剤は肌を擦りながら塗布されることから、その塗布時には肌へのマッサージ効果が同時に発揮される。このため、血行促進剤を含有する洗顔剤やメイク落とし剤は、被験者Sの肌の血行を促進して鬱血を解消する効果が高い。したがって、被験者Sの血行P5が所定の閾値以上であった場合には、血行促進剤を含有する洗顔剤やメイク落とし剤を提示することがきわめて有用である。血行促進剤を含有する洗顔剤やメイク落とし剤としては、炭酸ガスを含有した泡状の剤が例示される。 Moisturizer is a cosmetic product that contacts the skin for a long time and penetrates the skin. For this reason, the humectant containing the whitening agent in particular can sufficiently obtain the whitening effect as well as the moisturizing effect over a long period of time. Therefore, when the melanin amount P6 of the subject S is equal to or greater than a predetermined threshold, it is very useful to present a moisturizer containing a whitening agent. Further, since the facial cleanser and the makeup remover are applied while rubbing the skin, the effect of massaging the skin is simultaneously exhibited during the application. For this reason, the facial cleanser and makeup remover containing a blood circulation promoter have a high effect of promoting blood circulation of the skin of the subject S and eliminating congestion. Therefore, when the blood circulation P5 of the subject S is greater than or equal to a predetermined threshold, it is very useful to present a facial cleanser or makeup remover containing a blood circulation promoter. Examples of the facial cleanser and makeup remover containing a blood circulation promoter include foam-like agents containing carbon dioxide gas.
 肌症例の対処には、被験者Sの肌状態を多面的に把握したうえで対処する必要がある。たとえば、ニキビに悩みがある被験者に対して、皮脂量を低減するために安易に洗顔を薦めると、むしろニキビが悪化することがある。なぜならば、被験者Sがニキビと乾燥肌の両方の肌症例をもっている場合には、角質細胞を回復させるなどして乾燥肌をまず改善してからニキビに対処しないと、炎症(ニキビ)が綺麗に治癒しないためである。しかしながら、被験者Sの肌症例の一つが乾燥肌であるからといって、その改善を専ら提示するばかりでは、被験者Sが問題視するニキビが治癒されない。
 これに対し、本方法によれば、被験者Sの肌悩みにあたる注目因子スコアSAに高い重率を付与し、かつその他の一般因子スコアSCに非ゼロの低い重率を付与して、状態パラメータP1~P6を総合的に評価する。これにより、被験者Sが主観的に問題視する肌因子を優先し、かつ被験者Sの客観的な肌状態にも対応して、これを改善する美容関連商品PDを提示することが可能である。
In dealing with a skin case, it is necessary to deal with the subject S after grasping the skin condition of the subject S from various angles. For example, acne may worsen if a subject who suffers from acne recommends face washing easily to reduce the amount of sebum. This is because if subject S has skin cases of both acne and dry skin, it is necessary to first improve dry skin by recovering keratinocytes, etc., and then deal with acne. It is because it does not heal. However, just because one of the skin cases of the subject S is dry skin, the acne that the subject S regards as a problem cannot be cured just by presenting the improvement.
On the other hand, according to this method, a high weight is assigned to the attention factor score SA corresponding to the skin trouble of the subject S, and a low non-zero weight is assigned to the other general factor scores SC, and the state parameter P1. ~ P6 is evaluated comprehensively. Thus, it is possible to present the beauty-related product PD that gives priority to the skin factor that the subject S subjectively considers as a problem and also improves the objective skin condition of the subject S.
 また、図4に示したように、幾つかの肌症例Cに関しては複数の対象部位が設定されている。これにより、被験者Sは複数の対象部位の一部または全部を選択して、自分の肌状態を注目因子スコアSAとして簡易かつ正確に入力することができる。本実施形態の肌状態判定装置100によれば、対象部位ごとに配点テーブルTSを相違させることで、肌症例Cの発現状態に応じて注目因子スコアSAをきめこまかく取得することができる。たとえば、ある肌症例Cが顔全体に発現している状態よりも局所的に目立って発現している状態の方をより重篤と判断すべく、後者の配点テーブルTSの配点を全体に低く設定しておくことができる。このように、肌症例Cごとに有限かつ複数の対象部位を設定することにより、被験者Sによる操作入力の負荷の軽減を図りつつ、肌状態を正確に表す注目因子スコアSAを取得することが可能である。 Further, as shown in FIG. 4, a plurality of target sites are set for some skin cases C. As a result, the subject S can select a part or all of the plurality of target parts and easily and accurately input his / her skin condition as the attention factor score SA. According to the skin state determination apparatus 100 of the present embodiment, the attention factor score SA can be obtained in detail according to the expression state of the skin case C by making the scoring table TS different for each target site. For example, the score of the latter score table TS is set to be low overall in order to judge that a state in which a certain skin case C is expressed prominently locally is more serious than a state in which the skin is expressed on the entire face. Can be kept. In this way, by setting a finite number of target regions for each skin case C, it is possible to obtain the attention factor score SA that accurately represents the skin state while reducing the load of operation input by the subject S. It is.
 なお、本発明は上述の実施形態に限定されるものではなく、本発明の目的が達成される限りにおける種々の変形、改良等の態様も含む。 It should be noted that the present invention is not limited to the above-described embodiment, and includes various modifications and improvements as long as the object of the present invention is achieved.
 図1では、ネットワーク80を通じて被験者端末50(コンピュータ52、携帯端末54)に本方法を提供する場合を例示したが、本発明はこれにかぎられない。図18は、肌状態判定装置100の変形例を示す機能ブロック図である。この肌状態判定装置100は、いわゆるスタンドアローン型の装置であって店頭などに設置される。肌状態判定装置100を用いて行われる肌状態判定方法および商品提示方法は、上記の実施形態と同じである。 FIG. 1 illustrates the case where the present method is provided to the subject terminal 50 (computer 52, portable terminal 54) through the network 80, but the present invention is not limited to this. FIG. 18 is a functional block diagram illustrating a modified example of the skin condition determination device 100. The skin condition determination device 100 is a so-called stand-alone device and is installed in a store or the like. The skin condition determination method and the product presentation method performed using the skin condition determination device 100 are the same as those in the above embodiment.
 すなわち、変形例にかかる肌状態判定装置100は、肌の特性を表す複数の状態パラメータPに基づいて被験者Sの肌状態を判定する装置であり、記憶部40、入力部20および演算部10を含む。
 記憶部40は、状態パラメータPのそれぞれに対して、肌症例Cを表す複数の肌因子Fを対応づけて記憶する。入力部20は、複数の肌因子Fのうちの一部を注目因子FAとして選択する因子選択入力FSと、注目因子FAにかかる肌症例Cの発現度合いを示す注目因子スコアSAと、注目因子FA以外の肌因子F(一般因子FC)にかかる肌症例Cの発現度合いを示す一般因子スコアSCと、の入力を受け付ける。
 演算部10は、受け付けた因子選択入力FS、注目因子スコアSAおよび一般因子スコアSCに基づいて肌状態を判定する。具体的には、演算部10は、注目因子スコアSAに第一の重率W1を付与し一般因子スコアSCに第一の重率W1よりも低い第二の重率W2を付与し、重率W1が付与された注目因子スコアSAおよび重率W2が付与された一般因子スコアSCから状態パラメータPを算出する。そして、演算部10は、算出された状態パラメータPに基づいて被験者Sの肌状態の判定結果を求める。
That is, the skin condition determination apparatus 100 according to the modification is an apparatus that determines the skin condition of the subject S based on a plurality of condition parameters P representing skin characteristics, and includes the storage unit 40, the input unit 20, and the calculation unit 10. Including.
The storage unit 40 stores a plurality of skin factors F representing the skin case C in association with each of the state parameters P. The input unit 20 includes a factor selection input FS for selecting a part of the plurality of skin factors F as the focused factor FA, a focused factor score SA indicating the expression level of the skin case C related to the focused factor FA, and the focused factor FA. An input of a general factor score SC indicating the degree of expression of skin case C related to other skin factor F (general factor FC) is accepted.
The calculation unit 10 determines the skin state based on the received factor selection input FS, the attention factor score SA, and the general factor score SC. Specifically, the computing unit 10 assigns the first weight W1 to the attention factor score SA, and assigns the second weight W2 lower than the first weight W1 to the general factor score SC. The state parameter P is calculated from the attention factor score SA assigned W1 and the general factor score SC assigned weight W2. And the calculating part 10 calculates | requires the determination result of the test subject's S skin state based on the calculated state parameter P. FIG.
 この肌状態判定装置100は、被験者Sによる操作入力OPを受け付ける入力部20と、各種の表示出力を行う出力部56とを備えている。出力部56は、注目因子設問QA、一般因子設問QC、触診設問QPPを被験者Sに提示し、チャートCH、美容アドバイスMSG、美容関連商品PDなどの判定結果を出力する。また、画像遷移部24は、被験者Sの操作入力OPを受け付けて第一の肌画像22aおよび第二の肌画像22cの表示態様を変化させる。出力部56は肌画像表示部22として機能する。 The skin condition determination apparatus 100 includes an input unit 20 that receives an operation input OP by the subject S and an output unit 56 that performs various display outputs. The output unit 56 presents the attention factor question QA, the general factor question QC, and the palpation question QPP to the subject S, and outputs determination results such as the chart CH, the beauty advice MSG, and the beauty related product PD. Moreover, the image transition part 24 receives the test subject's S operation input OP, and changes the display mode of the 1st skin image 22a and the 2nd skin image 22c. The output unit 56 functions as the skin image display unit 22.
 上記実施形態は、以下の技術思想を包含するものである。
(1)肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する肌状態判定方法であって、前記状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶しておき、複数の前記肌因子のうちの一部を注目因子として選択する因子選択入力と、前記注目因子にかかる前記肌症例の発現度合いを示す注目因子スコアと、前記注目因子以外の前記肌因子にかかる前記肌症例の発現度合いを示す一般因子スコアと、の入力を受け付け、前記注目因子スコアに第一の重率を付与し前記一般因子スコアに前記第一の重率よりも低い第二の重率を付与し、前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから前記状態パラメータを算出し、算出された前記状態パラメータに基づいて前記被験者の肌状態を判定することを特徴とする肌状態判定方法;
(2)前記一般因子スコアの入力を複数段階の選択肢から選択的に受け付け、前記注目因子スコアの入力を前記一般因子スコアよりも多段階の選択肢から選択的に受け付ける上記(1)に記載の肌状態判定方法;
(3)前記因子選択入力として二以上の前記注目因子の選択を順に受け付け、前記注目因子の選択順に応じて異なる前記第一の重率を前記注目因子スコアに付与することを特徴とする上記(1)または(2)に記載の肌状態判定方法;
(4)前記注目因子として選択された前記肌因子に関する前記一般因子スコアの入力を省略する上記(1)から(3)のいずれかに記載の肌状態判定方法;
(5)前記状態パラメータが、皮脂量、保水力、真皮もしくは角層の弾性の度合い、メラニン含有量、血行の度合い、またはセラミドの量、の少なくともいずれかを含む上記(1)から(4)のいずれかに記載の肌状態判定方法;
(6)前記肌因子が、肌の脂っぽさ、ニキビもしくは吹き出物の大きさもしくは数量、肌のカサツキの範囲もしくは程度、シミもしくはソバカスの大きさもしくは濃度、肌のくすみ、目周りの「くま」の広さもしくは赤味の強さ、小じわの深さもしくは数量、角層の張りの程度、肌の突っ張りの程度、毛穴の目立ちの程度もしくは数量、または肌の赤味もしくは白味の強さ、の少なくともいずれかを含む上記(5)に記載の肌状態判定方法;
(7)前記被験者が自ら行った肌の触診結果を表す触診スコアを更に受け付ける上記(1)から(6)のいずれかに記載の肌状態判定方法;
(8)前記触診スコアが、前記被験者の真皮の弾性の度合いまたは肌温度の高低を示す上記(7)に記載の肌状態判定方法;
(9)被験者の住居地域、年齢または性別を示す入力を更に受け付け、受け付けた前記住居地域、前記年齢または前記性別ごとの肌状態の判定結果に関する統計データを、前記被験者の肌状態の判定結果と対比して出力することを特徴とする上記(1)から(8)のいずれかに記載の肌状態判定方法;
(10)上記(1)から(9)のいずれかに記載の肌状態判定方法を用いた商品提示方法であって、算出された複数の前記状態パラメータの値に基づいて前記被験者の肌状態を複数のカテゴリに分類し、分類された前記カテゴリに予め対応づけられた美容関連商品を提示することを特徴とする商品提示方法;
(11)前記状態パラメータが、メラニン含有量および血行の度合いを含み、前記美容関連商品が、美白剤または血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を含み、算出された前記メラニン含有量が一の閾値以上である場合に美白剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示し、算出された前記血行の度合いが他の閾値以上である場合に血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示することを特徴とする上記(10)に記載の商品提示方法;
(12)肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する肌状態判定システムであって、前記状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶する記憶部と、複数の前記肌因子のうちの一部を注目因子として選択する因子選択入力と、前記注目因子にかかる前記肌症例の発現度合いを示す注目因子スコアと、前記注目因子以外の前記肌因子にかかる前記肌症例の発現度合いを示す一般因子スコアと、の入力を、ネットワークを通じて被験者から受け付ける入力部と、受け付けた前記因子選択入力、前記注目因子スコアおよび前記一般因子スコアに基づいて前記肌状態を判定する演算部と、判定された判定結果を被験者に提示する出力部と、を含み、前記演算部が、前記注目因子スコアに第一の重率を付与し前記一般因子スコアに前記第一の重率よりも低い第二の重率を付与し、前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから前記状態パラメータを算出し、算出された前記状態パラメータに基づいて前記被験者の肌状態の前記判定結果を求めることを特徴とする肌状態判定システム;
(13)前記入力部が、精細モードまたは簡易モードのいずれかの選択を前記被験者から受け付け、前記精細モードを受け付けた場合は、前記演算部は前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから算出した前記状態パラメータに基づいて前記被験者の肌状態の判定結果を求め、前記簡易モードを受け付けた場合は、前記入力部は前記因子選択入力および前記注目因子スコアの入力を省略して前記一般因子スコアの入力を受け付け、前記演算部は前記一般因子スコアから算出した前記状態パラメータに基づいて前記被験者の肌状態の判定結果を求めることを特徴とする上記(12)に記載の肌状態判定システム;
(14)肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する肌状態判定装置であって、前記状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶する記憶部と、複数の前記肌因子のうちの一部を注目因子として選択する因子選択入力と、前記注目因子にかかる前記肌症例の発現度合いを示す注目因子スコアと、前記注目因子以外の前記肌因子にかかる前記肌症例の発現度合いを示す一般因子スコアと、の入力を受け付ける入力部と、受け付けた前記因子選択入力、前記注目因子スコアおよび前記一般因子スコアに基づいて前記肌状態を判定する演算部と、を含み、前記演算部が、前記注目因子スコアに第一の重率を付与し前記一般因子スコアに前記第一の重率よりも低い第二の重率を付与し、前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから前記状態パラメータを算出し、算出された前記状態パラメータに基づいて前記被験者の肌状態の判定結果を求めることを特徴とする肌状態判定装置;
(15)前記演算部が算出した複数の前記状態パラメータを各軸とする多軸のチャートを前記判定結果として出力する出力部を更に含む上記(14)に記載の肌状態判定装置;
(16)肌の状態を示す肌画像を表示させる肌画像表示部と、前記被験者の操作入力を受け付けて、前記肌画像における前記注目因子にかかる前記肌症例の発現度合いを多段階に変化させる画像遷移部と、を更に含み、前記入力部は、前記画像遷移部が受け付けた前記操作入力に基づいて前記注目因子スコアを取得する上記(14)または(15)に記載の肌状態判定装置;
(17)前記肌画像表示部は、両目の下部に左右対称な濃色部を有する第一の肌画像と、目周りに左右非対称な濃色部を有する第二の肌画像と、を表示させ、前記画像遷移部は、前記第一の肌画像の前記濃色部の青味と、前記第二の肌画像の前記濃色部の赤味と、をそれぞれ変化させることを特徴とする上記(16)に記載の肌状態判定装置。
The above embodiment includes the following technical idea.
(1) A skin condition determination method for determining a subject's skin condition based on a plurality of condition parameters representing skin characteristics, wherein a plurality of skin factors representing skin cases are associated with each of the condition parameters. A factor selection input for selecting a part of the plurality of skin factors as a factor of interest, a factor of interest score indicating the degree of expression of the skin case related to the factor of interest, and a factor other than the factor of interest An input of a general factor score indicating the degree of expression of the skin case related to the skin factor is received, a first weight is given to the attention factor score, and the general factor score is lower than the first weight Giving a second weighting rate, calculating the state parameter from the attention factor score and the general factor score to which the weighting rate is assigned, and based on the calculated state parameter, Skin state determination method characterized by determining a state;
(2) The skin according to (1), wherein the input of the general factor score is selectively received from a plurality of options, and the input of the attention factor score is selectively received from a plurality of options than the general factor score. State determination method;
(3) The selection of two or more of the attention factors as the factor selection input is sequentially accepted, and the first weighting ratio that is different according to the selection order of the attention factors is given to the attention factor score. 1) or skin condition determination method according to (2);
(4) The skin condition determination method according to any one of (1) to (3), wherein the input of the general factor score relating to the skin factor selected as the attention factor is omitted;
(5) The above (1) to (4), wherein the state parameter includes at least one of sebum amount, water retention, dermis or stratum corneum elasticity, melanin content, blood circulation degree, or ceramide amount. The skin condition judging method according to any one of the above;
(6) The skin factor is the greasyness of the skin, the size or quantity of acne or pimples, the range or degree of skin roughness, the size or concentration of spots or freckles, dullness of the skin, Width or redness, depth or quantity of fine lines, degree of stratum corneum, degree of skin tension, degree or quantity of conspicuous pores, or intensity of redness or whiteness of skin The skin condition determination method according to (5), including at least one of the following:
(7) The skin condition determination method according to any one of (1) to (6), further receiving a palpation score representing a result of palpation of the skin performed by the subject himself;
(8) The skin condition determination method according to (7), wherein the palpation score indicates the degree of elasticity of the dermis or the skin temperature of the subject;
(9) Further accepting an input indicating the residential area, age or sex of the subject, and receiving statistical data on the received judgment result of the skin condition for each residential area, the age or the sex, and the determination result of the skin condition of the subject The skin condition determination method according to any one of (1) to (8) above, wherein the skin condition is output in comparison;
(10) A product presentation method using the skin condition determination method according to any one of (1) to (9), wherein the skin condition of the subject is determined based on the calculated values of the plurality of condition parameters. Classifying into a plurality of categories and presenting beauty-related products pre-corresponding to the classified categories;
(11) The calculated melanin, wherein the state parameter includes a melanin content and a degree of blood circulation, and the beauty-related product includes a moisturizer, a facial cleanser or a makeup remover containing a whitening agent or a blood circulation promoter. A moisturizer, facial cleanser or makeup remover containing a whitening agent is presented when the content is greater than or equal to one threshold, and a blood circulation promoter is included when the calculated degree of blood circulation is greater than or equal to the other threshold Presenting a moisturizing agent, facial cleanser, or makeup remover, wherein the product presenting method according to the above (10);
(12) A skin condition determination system for determining a subject's skin condition based on a plurality of condition parameters representing skin characteristics, wherein a plurality of skin factors representing skin cases are associated with each of the condition parameters. A storage unit that stores the selected factor, a factor selection input that selects a part of the plurality of skin factors as a target factor, a target factor score that indicates an expression degree of the skin case related to the target factor, and other than the target factor An input unit that receives an input of a general factor score indicating the degree of expression of the skin case related to the skin factor from the subject through the network, the received factor selection input, the attention factor score, and the general factor score A calculation unit that determines the skin condition, and an output unit that presents the determined determination result to the subject. To the general factor score is assigned a second weight rate lower than the first weight rate, and the attention factor score and the general factor score to which the weight rate is assigned A skin condition determination system that calculates a state parameter and obtains the determination result of the skin condition of the subject based on the calculated state parameter;
(13) When the input unit accepts selection of either the fine mode or the simple mode from the subject, and the fine mode is accepted, the arithmetic unit obtains the attention factor score to which the weight is given and Based on the state parameter calculated from the general factor score, the skin condition of the subject is determined, and when the simple mode is accepted, the input unit omits the factor selection input and the attention factor score input. The skin according to (12), wherein the input of the general factor score is received, and the calculation unit obtains a determination result of the skin condition of the subject based on the state parameter calculated from the general factor score. State determination system;
(14) A skin condition determination apparatus that determines a subject's skin condition based on a plurality of condition parameters representing skin characteristics, wherein a plurality of skin factors representing skin cases are associated with each of the condition parameters. A storage unit that stores the selected factor, a factor selection input that selects a part of the plurality of skin factors as a target factor, a target factor score that indicates an expression degree of the skin case related to the target factor, An input unit that accepts an input of a general factor score indicating an expression level of the skin case related to the skin factor, and the skin condition based on the accepted factor selection input, the attention factor score, and the general factor score A computing unit for determining, wherein the computing unit assigns a first weighting factor to the factor of interest score and a second weighting factor lower than the first weighting factor to the general factor score The condition parameter is calculated from the attention factor score and the general factor score to which the weight ratio is given, and the determination result of the skin condition of the subject is obtained based on the calculated condition parameter State determination device;
(15) The skin condition determination device according to (14), further including an output unit that outputs, as the determination result, a multi-axis chart having the plurality of condition parameters calculated by the calculation unit as axes.
(16) A skin image display unit that displays a skin image indicating a skin state, and an image that receives an operation input of the subject and changes the expression level of the skin case related to the attention factor in the skin image in multiple stages. A skin state determination device according to (14) or (15), further including a transition unit, wherein the input unit acquires the attention factor score based on the operation input received by the image transition unit;
(17) The skin image display unit displays a first skin image having a symmetric dark color portion at the lower part of both eyes and a second skin image having a symmetric dark color portion around the eyes. The image transition unit is configured to change the blueness of the dark portion of the first skin image and the redness of the dark portion of the second skin image, respectively. The skin condition determination apparatus as described in 16).
 上記実施形態は、更に以下の技術思想を包含するものである。
(18)前記入力部が、前記一般因子スコアの入力を複数段階の選択肢から選択的に受け付け、前記注目因子スコアの入力を前記一般因子スコアよりも多段階の選択肢から選択的に受け付ける上記(12)または(13)に記載の肌状態判定システム;
(19)前記入力部が、前記因子選択入力として二以上の前記注目因子の選択を順に受け付け、前記注目因子の選択順に応じて異なる前記第一の重率を前記注目因子スコアに付与することを特徴とする上記(12)、(13)または(18)に記載の肌状態判定システム;
(20)前記入力部は、前記注目因子として選択された前記肌因子に関する前記一般因子スコアを用いずに前記肌状態を判定する上記(12)、(13)、(18)または(19)のいずれかに記載の肌状態判定システム;
(21)前記状態パラメータが、皮脂量、保水力、真皮もしくは角層の弾性の度合い、メラニン含有量、血行の度合い、またはセラミドの量、の少なくともいずれかを含む上記(12)、(13)または(18)から(20)のいずれかに記載の肌状態判定システム;
(22)前記肌因子が、肌の脂っぽさ、ニキビもしくは吹き出物の大きさもしくは数量、肌のカサツキの範囲もしくは程度、シミもしくはソバカスの大きさもしくは濃度、肌のくすみ、目周りの「くま」の広さもしくは赤味の強さ、小じわの深さもしくは数量、角層の張りの程度、肌の突っ張りの程度、毛穴の目立ちの程度もしくは数量、または肌の赤味もしくは白味の強さ、の少なくともいずれかを含む上記(21)に記載の肌状態判定システム;
(23)前記被験者が自ら行った肌の触診結果を表す触診スコアを更に受け付ける上記(12)、(13)または(18)から(22)のいずれかに記載の肌状態判定システム;
(24)前記触診スコアが、前記被験者の真皮の弾性の度合いまたは肌温度の高低を示す上記(23)に記載の肌状態判定システム;
(25)被験者の住居地域、年齢または性別を示す入力を更に受け付け、受け付けた前記住居地域、前記年齢または前記性別ごとの肌状態の判定結果に関する統計データを、前記被験者の肌状態の判定結果と対比して出力することを特徴とする上記(12)、(13)または(18)から(24)のいずれかに記載の肌状態判定システム;
(26)上記(12)、(13)または(18)から(25)のいずれかに記載の肌状態判定システムを含む商品提示システムであって、前記演算部が、算出された複数の前記状態パラメータの値に基づいて前記被験者の肌状態を複数のカテゴリに分類し、分類された前記カテゴリに予め対応づけられた美容関連商品を提示することを特徴とする商品提示システム;
(27)前記状態パラメータが、メラニン含有量および血行の度合いを含み、前記美容関連商品が、美白剤または血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を含み、前記演算部は、算出された前記メラニン含有量が一の閾値以上である場合に美白剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示し、算出された前記血行の度合いが他の閾値以上である場合に血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示することを特徴とする上記(26)に記載の商品提示システム。
The above embodiment further includes the following technical idea.
(18) The input unit selectively receives the input of the general factor score from a plurality of stages of options, and selectively receives the input of the attention factor score from options of a number of stages higher than the general factor score. ) Or the skin condition determination system according to (13);
(19) The input unit sequentially accepts selection of two or more attention factors as the factor selection input, and gives the attention factor score different first weights depending on the selection order of the attention factors. The skin condition determination system according to (12), (13), or (18), which is characterized by;
(20) In the above (12), (13), (18), or (19), the input unit determines the skin state without using the general factor score related to the skin factor selected as the attention factor. The skin condition determination system according to any one of the above;
(21) The above (12), (13), wherein the state parameter includes at least one of sebum amount, water retention, dermis or stratum corneum elasticity, melanin content, blood circulation degree, or ceramide amount. Or the skin condition determination system in any one of (18) to (20);
(22) The skin factor is the greasyness of the skin, the size or quantity of acne or pimples, the range or extent of skin roughness, the size or concentration of spots or freckles, dullness of the skin, Width or redness, depth or quantity of fine lines, degree of stratum corneum, degree of skin tension, degree or quantity of conspicuous pores, or intensity of redness or whiteness of skin The skin condition determination system according to (21), including at least one of:
(23) The skin condition determination system according to any one of (12), (13), and (18) to (22), which further receives a palpation score representing a result of palpation of the skin performed by the subject himself / herself;
(24) The skin condition determination system according to (23), wherein the palpation score indicates the degree of elasticity of the dermis or the skin temperature of the subject;
(25) Further accepting an input indicating the residential area, age, or gender of the subject, and receiving the statistical data regarding the received skin area judgment result for each residential area, the age, or the gender as the skin condition determination result of the subject The skin condition determination system according to any one of (12), (13), and (18) to (24), wherein the skin condition determination system is characterized by being output in contrast;
(26) A product presentation system including the skin condition determination system according to any one of (12), (13), and (18) to (25), wherein the calculation unit includes a plurality of calculated states. A product presentation system that classifies the skin condition of the subject into a plurality of categories based on a parameter value, and presents beauty-related products associated with the classified categories in advance;
(27) The state parameter includes a melanin content and a degree of blood circulation, and the beauty-related product includes a moisturizer, a facial cleanser or a makeup remover containing a whitening agent or a blood circulation promoter, and the calculation unit includes: When the calculated melanin content is greater than or equal to one threshold, present a moisturizer, facial cleanser or makeup remover containing a whitening agent, and the calculated degree of blood circulation is greater than or equal to another threshold The product presentation system according to (26) above, wherein a moisturizer, facial cleanser or makeup remover containing a blood circulation promoter is presented.

Claims (17)

  1.  肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する肌状態判定方法であって、
     前記状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶しておき、
     複数の前記肌因子のうちの一部を注目因子として選択する因子選択入力と、前記注目因子にかかる前記肌症例の発現度合いを示す注目因子スコアと、前記注目因子以外の前記肌因子にかかる前記肌症例の発現度合いを示す一般因子スコアと、の入力を受け付け、
     前記注目因子スコアに第一の重率を付与し前記一般因子スコアに前記第一の重率よりも低い第二の重率を付与し、前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから前記状態パラメータを算出し、
     算出された前記状態パラメータに基づいて前記被験者の肌状態を判定することを特徴とする肌状態判定方法。
    A skin condition determination method for determining a subject's skin condition based on a plurality of condition parameters representing skin characteristics,
    A plurality of skin factors representing skin cases are stored in association with each of the state parameters,
    Factor selection input for selecting a part of the plurality of skin factors as an attention factor, an attention factor score indicating the degree of expression of the skin case relating to the attention factor, and the skin factor other than the attention factor Accepts the input of general factor score indicating the degree of expression of skin cases,
    Giving the first factor to the attention factor score, giving the second factor lower than the first factor to the general factor score, the attention factor score to which the weight is given, and the general Calculating the state parameter from a factor score;
    A skin condition determination method, wherein the skin condition of the subject is determined based on the calculated condition parameter.
  2.  前記一般因子スコアの入力を複数段階の選択肢から選択的に受け付け、前記注目因子スコアの入力を前記一般因子スコアよりも多段階の選択肢から選択的に受け付ける請求項1に記載の肌状態判定方法。 The skin condition determination method according to claim 1, wherein the input of the general factor score is selectively received from a plurality of options, and the input of the attention factor score is selectively received from a multi-step option rather than the general factor score.
  3.  前記因子選択入力として二以上の前記注目因子の選択を順に受け付け、前記注目因子の選択順に応じて異なる前記第一の重率を前記注目因子スコアに付与することを特徴とする請求項1または2に記載の肌状態判定方法。 The selection of two or more of the attention factors as the factor selection input is received in order, and the first weight that differs depending on the selection order of the attention factors is given to the attention factor score. The skin condition determination method as described in.
  4.  前記注目因子として選択された前記肌因子に関する前記一般因子スコアの入力を省略する請求項1から3のいずれか一項に記載の肌状態判定方法。 The skin condition determination method according to any one of claims 1 to 3, wherein an input of the general factor score relating to the skin factor selected as the attention factor is omitted.
  5.  前記状態パラメータが、皮脂量、保水力、真皮もしくは角層の弾性の度合い、メラニン含有量、血行の度合い、またはセラミドの量、の少なくともいずれかを含む請求項1から4のいずれか一項に記載の肌状態判定方法。 5. The state parameter according to claim 1, wherein the state parameter includes at least one of sebum amount, water retention, dermis or stratum corneum elasticity, melanin content, blood circulation degree, or ceramide amount. The skin condition determination method as described.
  6.  前記肌因子が、肌の脂っぽさ、ニキビもしくは吹き出物の大きさもしくは数量、肌のカサツキの範囲もしくは程度、シミもしくはソバカスの大きさもしくは濃度、肌のくすみ、目周りのくまの広さもしくは赤味の強さ、小じわの深さもしくは数量、角層の張りの程度、肌の突っ張りの程度、毛穴の目立ちの程度もしくは数量、または肌の赤味もしくは白味の強さ、の少なくともいずれかを含む請求項5に記載の肌状態判定方法。 The skin factor is the greasyness of the skin, the size or quantity of acne or pimples, the range or degree of skin roughness, the size or concentration of spots or freckles, the dullness of the skin, the width of the bear around the eyes or At least one of the strength of redness, the depth or quantity of fine lines, the degree of stratum corneum, the degree of skin tension, the degree or quantity of conspicuous pores, or the intensity of redness or whiteness of the skin The skin condition determination method according to claim 5, comprising:
  7.  前記被験者が自ら行った肌の触診結果を表す触診スコアを更に受け付ける請求項1から6のいずれか一項に記載の肌状態判定方法。 The skin condition determination method according to any one of claims 1 to 6, further receiving a palpation score representing a result of palpation of the skin performed by the subject himself / herself.
  8.  前記触診スコアが、前記被験者の真皮の弾性の度合いまたは肌温度の高低を示す請求項7に記載の肌状態判定方法。 The skin condition determination method according to claim 7, wherein the palpation score indicates the degree of elasticity of the dermis or the skin temperature of the subject.
  9.  被験者の住居地域、年齢または性別を示す入力を更に受け付け、受け付けた前記住居地域、前記年齢または前記性別ごとの肌状態の判定結果に関する統計データを、前記被験者の肌状態の判定結果と対比して出力することを特徴とする請求項1から8のいずれか一項に記載の肌状態判定方法。 Further accepting input indicating the subject's residential area, age or gender, and comparing the received residential area, statistical data regarding the skin condition determination result for each age or gender, with the determination result of the subject's skin condition The skin condition determination method according to any one of claims 1 to 8, wherein the skin condition is determined.
  10.  請求項1から9のいずれか一項に記載の肌状態判定方法を用いた商品提示方法であって、
     算出された複数の前記状態パラメータの値に基づいて前記被験者の肌状態を複数のカテゴリに分類し、分類された前記カテゴリに予め対応づけられた美容関連商品を提示することを特徴とする商品提示方法。
    A product presentation method using the skin condition determination method according to any one of claims 1 to 9,
    Classifying the skin condition of the subject into a plurality of categories based on the calculated values of the plurality of condition parameters, and presenting beauty-related products pre-associated with the classified categories Method.
  11.  前記状態パラメータが、メラニン含有量および血行の度合いを含み、
     前記美容関連商品が、美白剤または血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を含み、
     算出された前記メラニン含有量が一の閾値以上である場合に美白剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示し、
     算出された前記血行の度合いが他の閾値以上である場合に血行促進剤を含有する保湿剤、洗顔剤またはメイク落とし剤を提示することを特徴とする請求項10に記載の商品提示方法。
    The condition parameters include melanin content and degree of circulation;
    The beauty-related product includes a moisturizer, a facial cleanser or a makeup remover containing a whitening agent or a blood circulation promoter,
    Presenting a moisturizer, facial cleanser or makeup remover containing a whitening agent when the calculated melanin content is greater than or equal to one threshold,
    The product presentation method according to claim 10, wherein a moisturizer, a facial cleanser or a makeup remover containing a blood circulation promoter is presented when the calculated degree of blood circulation is equal to or greater than another threshold value.
  12.  肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する肌状態判定システムであって、
     前記状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶する記憶部と、
     複数の前記肌因子のうちの一部を注目因子として選択する因子選択入力と、前記注目因子にかかる前記肌症例の発現度合いを示す注目因子スコアと、前記注目因子以外の前記肌因子にかかる前記肌症例の発現度合いを示す一般因子スコアと、の入力を、ネットワークを通じて被験者から受け付ける入力部と、
     受け付けた前記因子選択入力、前記注目因子スコアおよび前記一般因子スコアに基づいて前記肌状態を判定する演算部と、
     判定された判定結果を被験者に提示する出力部と、を含み、
     前記演算部が、前記注目因子スコアに第一の重率を付与し前記一般因子スコアに前記第一の重率よりも低い第二の重率を付与し、前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから前記状態パラメータを算出し、算出された前記状態パラメータに基づいて前記被験者の肌状態の前記判定結果を求めることを特徴とする肌状態判定システム。
    A skin condition determination system for determining a skin condition of a subject based on a plurality of condition parameters representing skin characteristics,
    A storage unit that associates and stores a plurality of skin factors representing skin cases for each of the state parameters,
    Factor selection input for selecting a part of the plurality of skin factors as an attention factor, an attention factor score indicating the degree of expression of the skin case relating to the attention factor, and the skin factor other than the attention factor An input unit that receives an input of a general factor score indicating an expression degree of a skin case from a subject through a network;
    A calculation unit that determines the skin condition based on the received factor selection input, the attention factor score, and the general factor score;
    An output unit for presenting the determined determination result to the subject,
    The arithmetic unit gives a first weight to the attention factor score, gives a second weight lower than the first weight to the general factor score, and the attention given the weight A skin condition determination system, wherein the condition parameter is calculated from a factor score and the general factor score, and the determination result of the skin condition of the subject is obtained based on the calculated condition parameter.
  13.  前記入力部が、精細モードまたは簡易モードのいずれかの選択を前記被験者から受け付け、
     前記精細モードを受け付けた場合は、前記演算部は前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから算出した前記状態パラメータに基づいて前記被験者の肌状態の判定結果を求め、
     前記簡易モードを受け付けた場合は、前記入力部は前記因子選択入力および前記注目因子スコアの入力を省略して前記一般因子スコアの入力を受け付け、前記演算部は前記一般因子スコアから算出した前記状態パラメータに基づいて前記被験者の肌状態の判定結果を求めることを特徴とする請求項12に記載の肌状態判定システム。
    The input unit accepts a selection of either a fine mode or a simple mode from the subject,
    When accepting the fine mode, the calculation unit obtains the determination result of the skin condition of the subject based on the state parameter calculated from the attention factor score and the general factor score to which the weight is given,
    When the simple mode is accepted, the input unit accepts the input of the general factor score by omitting the input of the factor selection input and the factor of interest score, and the calculation unit is the state calculated from the general factor score The skin condition determination system according to claim 12, wherein a determination result of the skin condition of the subject is obtained based on a parameter.
  14.  肌の特性を表す複数の状態パラメータに基づいて被験者の肌状態を判定する肌状態判定装置であって、
     前記状態パラメータのそれぞれに対して、肌症例を表す複数の肌因子を対応づけて記憶する記憶部と、
     複数の前記肌因子のうちの一部を注目因子として選択する因子選択入力と、前記注目因子にかかる前記肌症例の発現度合いを示す注目因子スコアと、前記注目因子以外の前記肌因子にかかる前記肌症例の発現度合いを示す一般因子スコアと、の入力を受け付ける入力部と、
     受け付けた前記因子選択入力、前記注目因子スコアおよび前記一般因子スコアに基づいて前記肌状態を判定する演算部と、を含み、
     前記演算部が、
     前記注目因子スコアに第一の重率を付与し前記一般因子スコアに前記第一の重率よりも低い第二の重率を付与し、前記重率が付与された前記注目因子スコアおよび前記一般因子スコアから前記状態パラメータを算出し、算出された前記状態パラメータに基づいて前記被験者の肌状態の判定結果を求めることを特徴とする肌状態判定装置。
    A skin condition determination device for determining a skin condition of a subject based on a plurality of condition parameters representing skin characteristics,
    A storage unit that associates and stores a plurality of skin factors representing skin cases for each of the state parameters,
    Factor selection input for selecting a part of the plurality of skin factors as an attention factor, an attention factor score indicating the degree of expression of the skin case relating to the attention factor, and the skin factor other than the attention factor An input unit that accepts an input of a general factor score indicating the degree of expression of a skin case;
    A calculation unit that determines the skin state based on the received factor selection input, the attention factor score, and the general factor score;
    The computing unit is
    Giving the first factor to the attention factor score, giving the second factor lower than the first factor to the general factor score, the attention factor score to which the weight is given, and the general A skin condition determination device, wherein the condition parameter is calculated from a factor score, and a determination result of the skin condition of the subject is obtained based on the calculated condition parameter.
  15.  前記演算部が算出した複数の前記状態パラメータを各軸とする多軸のチャートを前記判定結果として出力する出力部を更に含む請求項14に記載の肌状態判定装置。 The skin condition determination apparatus according to claim 14, further comprising an output unit that outputs a multi-axis chart having each of the plurality of condition parameters calculated by the calculation unit as the determination result.
  16.  肌の状態を示す肌画像を表示させる肌画像表示部と、
     前記被験者の操作入力を受け付けて、前記肌画像における前記注目因子にかかる前記肌症例の発現度合いを多段階に変化させる画像遷移部と、を更に含み、
     前記入力部は、前記画像遷移部が受け付けた前記操作入力に基づいて前記注目因子スコアを取得する請求項14または15に記載の肌状態判定装置。
    A skin image display unit for displaying a skin image indicating a skin condition;
    An image transition unit that accepts the operation input of the subject and changes the expression level of the skin case related to the attention factor in the skin image in multiple stages;
    The skin condition determination device according to claim 14 or 15, wherein the input unit acquires the attention factor score based on the operation input received by the image transition unit.
  17.  前記肌画像表示部は、両目の下部に左右対称な濃色部を有する第一の肌画像と、目周りに左右非対称な濃色部を有する第二の肌画像と、を表示させ、
     前記画像遷移部は、前記第一の肌画像の前記濃色部の青味と、前記第二の肌画像の前記濃色部の赤味と、をそれぞれ変化させることを特徴とする請求項16に記載の肌状態判定装置。
    The skin image display unit displays a first skin image having a symmetric dark color part at the lower part of both eyes and a second skin image having a symmetric color part around the eye,
    The said image transition part changes the bluishness of the said dark part of a said 1st skin image, and the reddishness of the said dark part of a said 2nd skin image, respectively. The skin condition determination apparatus described in 2.
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