CN113729626B - Portable skin quality detection device and system based on image recognition - Google Patents
Portable skin quality detection device and system based on image recognition Download PDFInfo
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- CN113729626B CN113729626B CN202110886352.1A CN202110886352A CN113729626B CN 113729626 B CN113729626 B CN 113729626B CN 202110886352 A CN202110886352 A CN 202110886352A CN 113729626 B CN113729626 B CN 113729626B
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
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- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/0033—Features or image-related aspects of imaging apparatus classified in A61B5/00, e.g. for MRI, optical tomography or impedance tomography apparatus; arrangements of imaging apparatus in a room
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/0059—Measuring for diagnostic purposes; Identification of persons using light, e.g. diagnosis by transillumination, diascopy, fluorescence
- A61B5/0077—Devices for viewing the surface of the body, e.g. camera, magnifying lens
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/44—Detecting, measuring or recording for evaluating the integumentary system, e.g. skin, hair or nails
- A61B5/441—Skin evaluation, e.g. for skin disorder diagnosis
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- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/68—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
- A61B5/6887—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient mounted on external non-worn devices, e.g. non-medical devices
- A61B5/6898—Portable consumer electronic devices, e.g. music players, telephones, tablet computers
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Abstract
The invention provides a portable skin quality detection device and system based on image recognition, and relates to the field of skin detection. The portable shooting environment generation device is presented in a makeup bag/satchel structure, the device can be carried about through the makeup bag structure, the appearance is attractive, elegant and free of discomfort, and when the portable shooting environment generation device is not used, the inner space can be used as a containing space; the skin quality detection can be conveniently and quickly carried out through the tablet personal computer or the mobile phone by deploying the skin quality detection device on the tablet personal computer and the mobile phone, and a detection report can be transversely compared through a historical record, so that the improvement condition of the skin can be known, the skin quality detection device is helpful for helping a user to track the skin state and select a proper skin care product; through analyzing the skin quality and customizing the skin care products aiming at different areas, the customized raw materials are provided for consumers through the skin care product customizing machine, and the consumers are applied and decocted according to the corresponding areas of the skin care products, so that the purpose of providing the customized skin care products according to the requirements of the skin areas is achieved.
Description
Technical Field
The invention relates to the field of skin detection, in particular to a portable skin quality detection device and system based on image recognition.
Background
With the development of the times, people have more and more tangible image management consciousness, and the skin can directly reflect the mental appearance of a person and directly influence the whole body, so that how to manage the skin of the people becomes a focus of attention of young people at present.
As is well known, skin management needs to use appropriate skin care products, and real-time monitoring and mastering of skin quality, so as to better understand skin conditions and formulate a corresponding skin management strategy.
The existing detection device for the skin quality is extremely expensive, generally is a medical and beauty instrument possessed by a professional beauty hospital, and a user needs to go to a special place to carry out the skin quality detection, so that the cost is high, a large amount of time is spent, and the real-time skin quality detection cannot be realized.
For this reason, the publication numbers are: the invention application of CN111685737A provides a portable facial skin detector, which comprises a detector main body, wherein a battery and a Bluetooth host module are arranged in the detector main body, a plurality of light modules are arranged on the detector main body, the Bluetooth host module is electrically connected with the battery, the plurality of light modules are all electrically connected with the Bluetooth host module, a clamping mechanism is arranged on the back of the detector main body, the clamping mechanism is rotatably connected with the detector main body, the clamping mechanism comprises a first clamping plate and a second clamping plate, the second clamping plate is rotatably connected with the first clamping plate through a pin shaft, a spring is arranged above the pin shaft, one end of the spring is connected with the first clamping plate, the other end of the spring is connected with the second clamping plate, an interlayer is formed between the first clamping plate and the second clamping plate, the interlayer is used for clamping a mobile phone, a camera window is arranged on the first clamping plate, and a polaroid is bonded on the camera window.
However, the problem that the shooting angle, the shooting focal length and the shooting light structure are different is not solved, and special equipment needs to be carried in the application, so that the portable multifunctional camera is extremely inconvenient to carry in daily life.
Furthermore, the application does not suggest a corresponding pair of skin quality detection systems for specialized testing.
Therefore, there is a need to provide a new and practical portable skin quality detection device and system to solve the above-mentioned problems.
Disclosure of Invention
In order to solve one of the technical problems, the invention provides a portable skin quality detection device based on image recognition, which comprises a skin image shooting unit, a skin quality image analysis unit, a portable power supply, a display module and a portable shooting environment generation device, wherein the skin image shooting unit is used for shooting a skin image; the skin image shooting unit and the display module are electrically connected with the skin quality image analysis unit and jointly form a skin quality image detection device, and the skin quality image detection device is electrically connected with the portable power supply; the portable shooting environment generating device comprises a portable light source, a darkroom mechanism and a focal length fixing mechanism; the darkroom mechanism comprises an environmental light isolation device, a skin image acquisition port and a shooting device fixing mechanism; the environment optical isolation device is made of light-isolating materials and is arranged in a light-tight structure; the skin image acquisition port is formed in any surface of the environmental optical isolation device; the photographic device fixing mechanism is arranged at the opposite surface of the skin image acquisition port, and light can be directly projected onto the photographic device fixing mechanism through the skin image acquisition port; the portable light source is arranged in the darkroom mechanism and provides a light source with fixed intensity, frequency and irradiation direction for the darkroom mechanism; the focal length fixing mechanism is arranged in the darkroom mechanism, and limits the distance between the skin image acquisition port and the shooting device fixing mechanism to be a fixed distance; the skin quality image detection device is fixed in the darkroom mechanism through the shooting device fixing mechanism.
As a further solution, the skin image capturing unit is a portable capturing lens; the skin quality image analysis unit is a portable computing device comprising an embedded computing chip; the display module is a small display screen, the skin quality image detection device is arranged in the form of a smart phone, a tablet personal computer or embedded computing equipment with a camera shooting function, the skin quality image detection result is displayed on the display module in the form of characters and/or images, and the portable light source comprises an LED lamp band, a power line, a power module and a lamp band switch; the LED lamp strip is fixedly arranged on the inner wall of the darkroom mechanism and is electrically connected with the power supply module through a power line, the lamp strip switch is arranged on the power line, the tail end of the power line of the portable light source is provided with a USB wiring port, and the skin quality image detection device is provided with a corresponding USB socket; the portable light source can be electrically connected to a portable power supply of the skin quality image detection device and used as a power supply module; wherein, USB wiring mouth includes the MicroUSB wiring mouth, type-C wiring mouth or Lightning wiring mouth, LED lamp area is multispectral lamp pearl, it has granule silver membrane reflection of light cloth to go back the tectorial membrane on the darkroom mechanism inner wall.
As a further solution, the portable shooting environment generation device is arranged in a makeup bag/satchel structure, and the makeup bag structure comprises a makeup bag shell, multispectral lamp beads and a mobile phone fixing mechanism;
the cosmetic bag shell comprises a cosmetic bag bottom surface, a cosmetic bag top surface, a flexible inner side surface layer and a fixed outer side surface layer; zippers are arranged at the edges of the bottom surface and the top surface of the cosmetic bag in a surrounding manner; the flexible inner side surface layer is made of flexible textile materials; the flexible inner side surface layer is of a hollow cylindrical structure, and the upper edge and the lower edge are respectively fixed at the inner sides of the edges of the bottom surface and the top surface of the cosmetic bag; the fixed outer side surface layer is woven by hard materials, the fixed outer side surface layer is of a through-core cylindrical structure, a zipper and zipper sliders are further arranged at the upper edge and the lower edge of the fixed outer side surface layer, the fixed outer side surface layer is fixed between the bottom surface of the cosmetic bag and the top surface of the cosmetic bag in a matched mode through the zipper and the zipper sliders, an opening window is further formed in the top surface of the cosmetic bag, the opening window is formed in the middle shaft of the shell of the cosmetic bag and is sealed through a cover plate, and the cover plate is fixed in the opening window through the zipper and the zipper sliders;
the mobile phone fixing mechanism is arranged at the center of the bottom surface of the cosmetic bag and comprises a mobile phone fixing groove and a mobile phone fixing band, and the mobile phone fixing groove is a cuboid groove arranged at the center of the bottom surface of the cosmetic bag; one end of the mobile phone fixing band is fixed on one side of the mobile phone fixing groove, and the other end of the mobile phone fixing band is fixed on the opposite side of the mobile phone fixing groove through a nylon buckle structure;
the multispectral lamp bead comprises a lamp strip, a conducting wire and a switch; the lamp strip is fixed on the bottom surface of the cosmetic bag and is electrically connected with one end of the lead; the other end of the wire is a USB wiring port of the mobile phone, and the switch is arranged on the wire;
the portable light source of the portable shooting environment generating device corresponds to a multispectral lamp bead with a cosmetic bag structure; the darkroom mechanism is correspondingly a cosmetic bag shell, and the focal length fixing mechanism is correspondingly a fixed outer side surface layer;
the inner wall of the flexible inner side surface layer is also coated with granular silver film reflective cloth;
the top surfaces of the cover plate and the cosmetic bag are respectively provided with a cover plate handle and a cosmetic bag handle, and the periphery of the edge of the opening window is also provided with ice silk cloth attached to the skin;
the cosmetic bag bottom surface and the cosmetic bag top surface can be removed and fixed outside surface layers are directly fixed together through a zipper structure to form a small storage structure.
As a further solution, a portable skin quality detection system based on image recognition is deployed in the skin quality image detection device and comprises a skin image acquisition end, a skin image analysis end and a detection report generation end; the skin image acquisition end is used for acquiring a skin image through the skin image shooting unit, converting the skin image into a digital image and sending the digital image to the skin image analysis end; the skin image analysis end obtains current skin quality information through digital image analysis, the detection report generation end automatically generates a skin quality detection report according to the skin quality information, and the skin quality detection report is displayed through the display module.
As a further solution, the skin image capturing terminal includes a 2D capturing terminal, the 2D capturing terminal is activated when the skin image capturing unit does not have a TrueDepth capturing function, and the 2D capturing terminal captures a 2D skin image in a standard capturing environment by using the portable capturing environment generating apparatus and the skin image capturing unit.
As a further solution, the skin image acquisition end further comprises a 3D acquisition end, the 3D acquisition end is started when the skin image shooting unit has a TrueDepth shooting function, and the 3D acquisition end acquires a face depth image of a shooting area and performs real-time modeling to obtain a face 3D model.
As a further solution, the skin quality analysis terminal is an AI skin quality analysis terminal; training the image recognition model by acquiring different skin images to obtain an AI skin quality analysis end capable of outputting corresponding skin quality information; the skin quality information includes skin finger scale, skin dry oil condition, skin condition, pock spot condition, and wrinkle condition; for the 3D acquisition terminal, the skin quality information further comprises face shape, forehead saturation, nose chin tilt, eye shape, lip shape, chin face shape, temple width, nose width, and jaw angle width.
As a further solution, the detection report generation end is a detection report generation end based on natural language synthesis, the skin quality information is converted into a skin quality detection report based on natural language through a preset natural language template, and the skin quality detection report is displayed through a display module; and for the skin quality information from the 3D acquisition terminal, the detection report generation terminal also generates a corresponding five sense organs detection report.
As a further solution, the system further comprises a skin care product customizing end, the skin care product customizing end generates a corresponding skin care product customizing scheme according to the skin quality information provided by the skin quality analyzing end, divides the face according to the skin dry oil condition, the skin condition, the pock spot condition and the wrinkle condition, provides the proportion of cosmetic substances for improving the skin quality according to the regional skin problem in a targeted manner, and generates the proportion of the skin care products.
As a further solution, the skin care product customizing device further comprises a skin care product customizing machine, wherein the skin care product customizing end is connected with the skin care product customizing machine in a wired and/or wireless mode, and the skin care product customizing machine comprises a case, a skin care product raw material storage tank, a main control module and an electric control discharge valve; the skin care product raw material storage tank is a constant-temperature storage tank, and constant-temperature refrigeration is carried out through a compressor; the electric control discharge valve is communicated with the skin care product raw material storage tank through a pipeline; the main control module comprises a main control chip, a power supply module and a communication module, wherein the power supply module is respectively electrically connected with the main control chip of the communication module, and is also electrically connected with an electric control discharge valve and a skin care product raw material storage tank; skin care products raw materials storage jar, host system and automatically controlled bleeder valve all settle including.
Compared with the related art, the portable skin quality detection device and system based on image recognition provided by the invention have the following beneficial effects:
1. according to the invention, three decisive factors of a shooting angle, shooting light and a shooting focal length are fixed by arranging the portable light source, the darkroom mechanism and the focal length fixing mechanism, so that the shooting effect is improved, the problem that the detection error of the existing skin quality detection device is extremely large due to the difference of the shooting angle, the shooting light and the shooting focal length of the existing device is solved, and the effect of improving the skin quality detection accuracy is achieved;
2. the portable shooting environment generating device is presented in a cosmetic bag/satchel structure, the device can be carried about through the cosmetic bag structure, the appearance is attractive, elegant and free of discomfort, and when the device is not used, the inner space can be used as a containing space;
3. the invention can be deployed on a tablet personal computer and a mobile phone, skin quality detection can be conveniently and rapidly carried out through the tablet personal computer or the mobile phone, and a detection report can be transversely compared through a historical record, so that the improvement condition of the skin can be known, the invention is helpful for helping a user to track the skin state and select a proper skin care product;
4. the invention achieves the purpose of customizing the skin care product by combining the skin care product customizing terminal and the skin care product customizing machine, the traditional skin care product is in a 'big pot' form, all skin areas are applied and decocted by the same skin care product which is made of polymeric materials, but the characteristics of all face areas are different, some areas are dry areas, some areas are wet areas, some areas need acne removal, and some areas need inflammation diminishing. Therefore, the skin care product cannot cover all requirements of different areas, in this embodiment, the skin care product is customized for different areas by analyzing the skin quality, the customized raw materials are provided to a consumer through the skin care product customizing machine, and the consumer applies and boils the skin care product according to the corresponding area of the skin care product, so that the purpose of providing the customized skin care product according to the requirements of the skin area is achieved.
Drawings
Fig. 1 is a first schematic structural diagram of a portable skin quality detection device based on image recognition according to an embodiment of the present invention;
FIG. 2 is a perspective view of a portable skin quality detection device based on image recognition according to an embodiment of the present invention;
fig. 3 is a schematic structural diagram of a portable skin quality detection device based on image recognition according to an embodiment of the present invention;
fig. 4 is a schematic diagram of a preferred small-sized storage structure of a portable skin quality detection device based on image recognition according to an embodiment of the present invention;
fig. 5 is a schematic diagram of a 3D acquisition end according to an embodiment of the present invention;
FIG. 6 is a schematic diagram of a preferred embodiment of a five sense organ detection report;
FIG. 7 is a schematic diagram of a skin quality test report according to an embodiment of the present invention;
FIG. 8 is a schematic diagram of a preferred embodiment of a skin history report;
fig. 9 is a schematic view of a skin care product customizing machine according to an embodiment of the present invention;
fig. 10 is a schematic diagram of a portable skin quality detection system based on image recognition according to an embodiment of the present invention.
Wherein, the reference numbers: 1. a cosmetic bag top surface; 101. a cover plate; 102. a cover plate handle; 103. a cosmetic bag handle; 2. a cosmetic bag bottom surface; 21. a mobile phone fixing groove; 22. a light strip; 23. a wire; 24. a switch; 25. a USB wiring port of the mobile phone; 3. fixing the outer side layer; 4. a flexible inner side layer; 5. a compact housing structure.
Detailed Description
The invention is further described below with reference to the drawings and the embodiments.
As shown in fig. 1 to 4, the present embodiment provides a portable skin quality detection apparatus based on image recognition, which includes a skin image capturing unit, a skin quality image analyzing unit, a portable power source, a display module, and a portable capturing environment generating device; the skin image shooting unit and the display module are electrically connected with the skin quality image analysis unit and jointly form a skin quality image detection device, and the skin quality image detection device is electrically connected with the portable power supply; the portable shooting environment generating device comprises a portable light source, a darkroom mechanism and a focal length fixing mechanism; the darkroom mechanism comprises an environmental light isolation device, a skin image acquisition port and a shooting device fixing mechanism; the environment optical isolation device is made of light-isolating materials and is arranged in a light-tight structure; the skin image acquisition port is formed in any surface of the environmental optical isolation device; the photographic device fixing mechanism is arranged at the opposite surface of the skin image acquisition port, and light can be directly projected onto the photographic device fixing mechanism through the skin image acquisition port; the portable light source is arranged in the darkroom mechanism and provides a light source with fixed intensity, frequency and irradiation direction for the darkroom mechanism; the focal length fixing mechanism is arranged in the darkroom mechanism, and limits the distance between the skin image acquisition port and the shooting device fixing mechanism to be a fixed distance; the skin quality image detection device is fixed in the darkroom mechanism through the shooting device fixing mechanism.
Specifically, the difference of the shooting angle, the shooting light and the shooting focal length causes the great detection error of the existing skin quality detection device, therefore, this embodiment fixes shooting angle, shooting light, the three determinant factor of shooting focus through setting up portable light source, darkroom mechanism and focus fixed establishment, promotes the shooting effect to reach the effect that improves skin quality detection accuracy.
As a specific solution, the skin image capturing unit is a portable capturing lens; the skin quality image analysis unit is a portable computing device comprising an embedded computing chip; the display module is a small display screen.
As a specific solution, the skin quality image detection apparatus is set in the form of a smart phone, a tablet computer, or an embedded computing device with a camera function, and displays the skin quality image detection result on the display module in the form of characters and/or images.
It should be noted that the skin quality image detection apparatus of the present embodiment may be presented in various forms, including a customized skin detector smart phone, a tablet computer, or an embedded computing device with a camera function.
As a specific solution, the portable light source comprises an LED light strip, a power line, a power module and a light strip switch; the LED lamp strip is fixedly installed on the inner wall of the darkroom mechanism and is electrically connected with the power supply module through a power line, and the lamp strip switch is arranged on the power line.
As a specific solution, the tail end of a power line of the portable light source is provided with a USB (universal serial bus) wiring port, and the skin quality image detection device is provided with a corresponding USB socket; the portable light source can be electrically connected to a portable power supply of the skin quality image detection device and used as a power supply module; wherein, USB wiring mouth includes the MicroUSB wiring mouth, type-C wiring mouth or Lightning wiring mouth.
It should be noted that: the portable light source can use the power module of the skin quality image detection device through the USB wiring port, so that the purpose of reducing the size is achieved.
As a specific solution, the LED lamp strip is a multispectral lamp bead, and the inner wall of the darkroom mechanism is further coated with granular silver film reflective cloth.
It should be noted that: the multispectral lamp beads can be used for collecting images of different wave bands, so that a multidirectional analysis result can be provided during subsequent skin quality detection, and the particle silver film reflective cloth can enable light to be distributed more uniformly.
As shown in fig. 1, 2 and 3, as a specific solution, the portable shooting environment generation device is arranged in a cosmetic bag/satchel structure, and the cosmetic bag structure comprises a cosmetic bag shell, multispectral lamp beads and a mobile phone fixing mechanism; the cosmetic bag shell comprises a cosmetic bag bottom surface 2, a cosmetic bag top surface 1, a flexible inner side surface layer 4 and a fixed outer side surface layer 3; zippers are arranged at the edges of the bottom surface 2 and the top surface 1 of the cosmetic bag in a surrounding manner; the flexible inner side layer 4 is made of flexible textile materials; the flexible inner side surface layer 4 is of a hollow cylindrical structure, and the upper edge and the lower edge are respectively fixed at the inner sides of the edges of the cosmetic bag bottom surface 2 and the cosmetic bag top surface 1; the fixed outer side surface layer 3 is woven by hard materials, the fixed outer side surface layer 3 is of a through-core cylindrical structure, a zipper and zipper sliders are further arranged at the upper edge and the lower edge of the fixed outer side surface layer 3, the fixed outer side surface layer 3 is fixed between the bottom surface 2 of the cosmetic bag and the top surface 1 of the cosmetic bag in a matched mode through the zipper and the zipper sliders, an opening window is further formed in the top surface 1 of the cosmetic bag, the opening window is formed in the middle shaft of the shell of the cosmetic bag and sealed through a cover plate 101, and the cover plate 101 is fixed in the opening window through the zipper and the zipper sliders; the mobile phone fixing mechanism is arranged at the center of the bottom surface 2 of the cosmetic bag and comprises a mobile phone fixing groove 21 and a mobile phone fixing band, and the mobile phone fixing groove 21 is a cuboid groove arranged at the center of the bottom surface 2 of the cosmetic bag; one end of the mobile phone fixing strap is fixed on one side of the mobile phone fixing groove 21, and the other end of the mobile phone fixing strap is fixed on the opposite side of the mobile phone fixing groove 21 through a nylon buckle structure; the multispectral lamp bead comprises a lamp strip 22, a conducting wire 23 and a switch 24; the lamp strip 22 is fixed on the bottom surface 2 of the cosmetic bag and is electrically connected with one end of the lead 23; the other end of the wire 23 is a mobile phone USB connection port 25, and the switch 24 is arranged on the wire 23; the portable light source of the portable shooting environment generating device corresponds to a multispectral lamp bead with a cosmetic bag structure; the darkroom mechanism is correspondingly a cosmetic bag shell, and the focal length fixing mechanism is correspondingly a fixed outer side surface layer 3; the inner wall of the flexible inner side surface layer 4 is also coated with granular silver film reflective cloth.
Specifically, the method comprises the following steps: the portable shooting environment generation device of this embodiment presents the form with makeup bag/satchel structure, can hand-carry the device through makeup bag structure, and elegant appearance does not have the sense of incongruity, and when not using, the inner space can also regard as the storage space to use.
As shown in fig. 2, as a specific solution, a cover plate handle 102 and a cosmetic bag handle 103 are respectively arranged on the cover plate 101 and the cosmetic bag top surface 1, and a piece of ice silk cloth attached to the skin is further arranged around the edge of the opening window.
Specifically, the method comprises the following steps: the cover plate handle 102 and the cosmetic bag handle 103 are mainly convenient to carry and use, and the ice silk cloth attached to the skin is arranged around the edge of the opening window, so that external light can not enter, and the comfort of a user is improved.
As shown in figure 4, as a specific solution, the cosmetic bag bottom surface 2 and the cosmetic bag top surface 1 can be removed from the fixed outer side surface layer 3 and directly fixed together by a zipper structure to form a small storage structure 5.
Specifically, the device can be carried by the small storage structure 5, which is very convenient.
As shown in fig. 5 to 10, the portable skin quality detection system based on image recognition provided by the present embodiment is deployed in the skin quality image detection apparatus, and includes a skin image acquisition end, a skin image analysis end, and a detection report generation end; the skin image acquisition end is used for acquiring a skin image through the skin image shooting unit, converting the skin image into a digital image and sending the digital image to the skin image analysis end; the skin image analysis end obtains current skin quality information through digital image analysis, the detection report generation end automatically generates a skin quality detection report according to the skin quality information, and the skin quality detection report is displayed through the display module.
Specifically, the portable skin quality detection system based on image recognition provided by the embodiment is mainly deployed on a tablet personal computer and a mobile phone, skin quality detection can be conveniently and quickly performed through the tablet personal computer or the mobile phone, and a detection report can be transversely compared through a historical record, so that the improvement condition of the skin can be known, a user can be helped to track the skin state, and a suitable skin care product can be selected.
As a further solution, the skin image capturing end includes a 2D capturing end, the 2D capturing end is activated when the skin image capturing unit does not have a TrueDepth capturing function, and the 2D capturing end captures a 2D skin image in a standard capturing environment by using the portable capturing environment generating apparatus and the skin image capturing unit.
As a further solution, the skin image acquisition end further comprises a 3D acquisition end, the 3D acquisition end is started when the skin image shooting unit has a TrueDepth shooting function, and the 3D acquisition end acquires a face depth image of a shooting area and performs real-time modeling to obtain a face 3D model.
Specifically, the method comprises the following steps: the complete function of the portable skin quality detection system based on image recognition is realized based on a TrueDepth shooting function, the human face can be modeled in real time through the TrueDepth shooting function, the skin quality is detected, and a five sense organs detection report and a skin quality detection report are generated; thereby instructing the user to perform skin care and maintenance of five sense organs.
However, electronic devices with TrueDepth shooting functions are few, and in order to achieve popularization, a 2D acquisition scheme is further provided in this embodiment, the scheme is started when a camera does not have the TrueDepth shooting function, a human face image in a standard environment is shot by matching with a portable shooting environment generation device, and due to the fact that the camera is in a standard shooting environment, human face skin can be identified and analyzed well, so that most electronic products on the market are adapted, the analysis effect is good, and a skin quality detection report obtained through analysis has good accuracy.
As a further solution, the skin quality analysis terminal is an AI skin quality analysis terminal; training the image recognition model by acquiring different skin images to obtain an AI skin quality analysis end capable of outputting corresponding skin quality information; the skin quality information includes skin finger scale, skin dry oil condition, skin condition, pock spot condition, and wrinkle condition; for the 3D acquisition terminal, the skin quality information further comprises face shape, forehead saturation, nose chin tilt, eye shape, lip shape, chin face shape, temple width, nose width, and jaw angle width.
Specifically, the method comprises the following steps: skin metrics include skin color category, smoothness, sensitivity, tension; skin dry oil condition: a dry skin zone and an oil skin zone; skin conditions including blackheads, pores, under-eye puffiness, dark circles; pockmark condition: acne, nevus, freckle, chloasma, and other speckle; the wrinkle condition comprises a raising line, an eyebrow line, a statute line, a fishtail line and a periocular line, and the system can analyze the skin in multiple directions, thereby providing a fine medical and aesthetic scheme.
As a further solution, the detection report generation end is a detection report generation end based on natural language synthesis, the skin quality information is converted into a skin quality detection report based on natural language through a preset natural language template, and the skin quality detection report is displayed through a display module; for the skin quality information from the 3D acquisition end, the detection report generation end also generates a corresponding five sense organs detection report.
Specifically, the method comprises the following steps: the implementation can adopt an intelligent case generation system based on RASA to generate a five sense organs detection report and a skin quality detection report, and an RASA framework is a mature and open natural language framework, has powerful functions and low occupied resources, and is very suitable for being deployed on electronic equipment.
As a further solution, the system further comprises a skin care product customizing end, the skin care product customizing end generates a corresponding skin care product customizing scheme according to the skin quality information provided by the skin quality analyzing end, divides the face according to the skin dry oil condition, the skin condition, the pock spot condition and the wrinkle condition, provides the proportion of cosmetic substances for improving the skin quality according to the regional skin problem in a targeted manner, and generates the proportion of the skin care products.
As a further solution, the skin care product customizing device further comprises a skin care product customizing machine, wherein the skin care product customizing end is connected with the skin care product customizing machine in a wired and/or wireless mode, and the skin care product customizing machine comprises a case, a skin care product raw material storage tank, a main control module and an electric control discharge valve; the skin care product raw material storage tank is a constant-temperature storage tank and is refrigerated at constant temperature through a compressor; the electric control discharge valve is communicated with the skin care product raw material storage tank through a pipeline; the main control module comprises a main control chip, a power supply module and a communication module, wherein the power supply module is respectively electrically connected with the main control chip of the communication module, and is also electrically connected with an electric control discharge valve and a skin care product raw material storage tank; skin care products raw materials storage jar, host system and automatically controlled bleeder valve all settle including.
It should be noted that: the skin care product customizing terminal and the skin care product customizing machine can be combined to achieve the purpose of customizing the skin care product privately, the traditional skin care product is in a 'big pot rice' form, all skin areas are applied and decocted through the same skin care product which is made of a polymer material, but the characteristics of all face areas are different, some areas are oily, some places are dry, the water-oil balance states of different areas are different, the professional terms called PH values are different, some places need acne removal, and some places need inflammation diminishing. Therefore, the skin quality is analyzed, the skin care product is customized according to different areas, the customized raw materials are provided for the consumer through the skin care product customizing machine, and the consumer applies and boils the skin care product according to the corresponding area of the skin care product, so that the purpose of providing the customized skin care product according to the requirement of the skin area is achieved. Different areas of different consumers can be nursed through a facial mask or a skin care product, and the facial mask can be customized according to different facial size and position states of different consumers.
The above description is only an embodiment of the present invention, and not intended to limit the scope of the present invention, and all modifications of equivalent structures and equivalent processes, which are made by using the contents of the present specification and the accompanying drawings, or directly or indirectly applied to other related technical fields, are included in the scope of the present invention.
Claims (10)
1. A portable skin quality detection device based on image recognition is characterized by comprising a skin image shooting unit, a skin quality image analysis unit, a portable power supply, a display module and a portable shooting environment generation device;
the skin image shooting unit and the display module are electrically connected with the skin quality image analysis unit and jointly form a skin quality image detection device, and the skin quality image detection device is electrically connected with the portable power supply;
the portable shooting environment generating device comprises a portable light source, a darkroom mechanism and a focal length fixing mechanism;
the darkroom mechanism comprises an environmental light isolation device, a skin image acquisition port and a shooting device fixing mechanism; the environment optical isolation device is made of an optical isolation material and is arranged in an optical closed structure; the skin image acquisition port is formed in any surface of the environmental optical isolation device; the photographic device fixing mechanism is arranged at the opposite surface of the skin image acquisition port, and light can be directly projected onto the photographic device fixing mechanism through the skin image acquisition port;
the portable light source is arranged in the darkroom mechanism and provides a light source with fixed intensity, frequency and irradiation direction for the darkroom mechanism; the focal length fixing mechanism is arranged in the darkroom mechanism, and limits the distance between the skin image acquisition port and the shooting device fixing mechanism to be a fixed distance;
the skin quality image detection device is fixed in the darkroom mechanism through the shooting device fixing mechanism;
the portable shooting environment generating device is arranged in a cosmetic bag/satchel structure, and the cosmetic bag structure comprises a cosmetic bag shell, multispectral lamp beads and a mobile phone fixing mechanism;
the cosmetic bag shell comprises a cosmetic bag bottom surface (2), a cosmetic bag top surface (1), a flexible inner side surface layer (4) and a fixed outer side surface layer (3); zippers are arranged at the edges of the bottom surface (2) and the top surface (1) of the cosmetic bag in a surrounding manner; the flexible inner side surface layer (4) is made of flexible textile materials; the flexible inner side surface layer (4) is of a through-core cylindrical structure, and the upper edge and the lower edge of the flexible inner side surface layer are respectively fixed at the inner sides of the edges of the cosmetic bag bottom surface (2) and the cosmetic bag top surface (1); the fixed outer side surface layer (3) is woven by hard materials, the fixed outer side surface layer (3) is of a through-core cylindrical structure, a zipper and a zipper puller are further arranged at the upper edge and the lower edge of the fixed outer side surface layer, the fixed outer side surface layer (3) is fixed between the bottom surface (2) of the cosmetic bag and the top surface (1) of the cosmetic bag in a matched mode through the zipper and the zipper puller, an opening window is further formed in the top surface (1) of the cosmetic bag, the opening window is formed in the middle shaft of the shell of the cosmetic bag and is sealed through a cover plate (101), and the cover plate (101) is fixed in the opening window through the zipper and the zipper puller;
the mobile phone fixing mechanism is arranged at the center of the bottom surface (2) of the cosmetic bag and comprises a mobile phone fixing groove (21) and a mobile phone fixing band, and the mobile phone fixing groove (21) is a cuboid groove arranged at the center of the bottom surface (2) of the cosmetic bag; one end of the mobile phone fixing strap is fixed on one side of the mobile phone fixing groove (21), and the other end of the mobile phone fixing strap is fixed on the opposite side of the mobile phone fixing groove (21) through a nylon buckle structure;
the multispectral lamp bead comprises a lamp strip (22), a lead (23) and a switch (24); the lamp strip (22) is fixed on the bottom surface (2) of the cosmetic bag and is electrically connected with one end of the lead (23); the other end of the wire (23) is a mobile phone USB connection port (25), and the switch (24) is arranged on the wire (23);
the portable light source of the portable shooting environment generating device corresponds to a multispectral lamp bead with a cosmetic bag structure; the darkroom mechanism is correspondingly a cosmetic bag shell, and the focal length fixing mechanism is correspondingly a fixed outer side surface layer (3).
2. The portable skin quality detection device based on image recognition according to claim 1, wherein the skin image capturing unit is a portable capturing lens; the skin quality image analysis unit is a portable computing device comprising an embedded computing chip; the display module is a small display screen, the skin quality image detection device is arranged in the form of a smart phone, a tablet personal computer or embedded computing equipment with a camera shooting function, and the skin quality image detection result is displayed on the display module in the form of characters and/or images, and the portable light source comprises an LED lamp strip, a power line, a power supply module and a lamp strip switch; the LED lamp strip is fixedly arranged on the inner wall of the darkroom mechanism and is electrically connected with the power supply module through a power line, the lamp strip switch is arranged on the power line, the tail end of the power line of the portable light source is provided with a USB wiring port, and the skin quality image detection device is provided with a corresponding USB socket; the portable light source can be electrically connected to a portable power supply of the skin quality image detection device and used as a power supply module; wherein, USB wiring mouth includes Micro USB wiring mouth, type-C wiring mouth or Lightning wiring mouth, LED lamp area is multispectral lamp pearl, it has granule silver membrane reflection of light cloth to go back the tectorial membrane on the darkroom mechanism inner wall.
3. The portable skin quality detection device based on image recognition is characterized in that the inner wall of the flexible inner side layer (4) is further coated with particle silver film reflective cloth;
a cover plate handle (102) and a cosmetic bag handle (103) are respectively arranged on the cover plate (101) and the cosmetic bag top surface (1), and ice silk cloth attached to the skin is further arranged around the edge of the opening window;
cosmetic bag bottom surface (2) and cosmetic bag top surface (1) can get rid of fixed outside surface layer (3) to together through zip fastener structure snap-on, form small-size structure (5) of accomodating.
4. A portable skin quality detection system based on image recognition, which is disposed in the skin quality image detection device according to any one of claims 1 to 3, and comprises a skin image acquisition end, a skin image analysis end and a detection report generation end; the skin image acquisition end is used for acquiring a skin image through the skin image shooting unit, converting the skin image into a digital image and sending the digital image to the skin image analysis end; the skin image analysis end obtains current skin quality information through digital image analysis, the detection report generation end automatically generates a skin quality detection report according to the skin quality information, and the skin quality detection report is displayed through the display module.
5. The image recognition-based portable skin quality detection system according to claim 4, wherein the skin image capturing end comprises a 2D capturing end, the 2D capturing end is started when the skin image capturing unit does not have a True Depth capturing function, and the 2D capturing end captures a 2D skin image in a standard capturing environment by using the portable capturing environment generation device and the skin image capturing unit.
6. The image recognition-based portable skin quality detection system according to claim 5, wherein the skin image acquisition end further comprises a 3D acquisition end, the 3D acquisition end is started when the skin image shooting unit has a True Depth shooting function, and the 3D acquisition end acquires a face Depth image of a shooting area and performs real-time modeling to obtain a 3D model of a face.
7. The portable skin quality detection system based on image recognition according to claim 6, wherein the skin quality analysis terminal is an AI skin quality analysis terminal; training the image recognition model by acquiring different skin images to obtain an AI skin quality analysis end capable of outputting corresponding skin quality information; the skin quality information includes skin finger scale, skin dry oil condition, skin blackheads, pores, under-eye puffiness, dark eye circles condition, pockmark condition, and wrinkle condition; for the 3D acquisition end, the skin quality information further comprises face shape, forehead saturation, nose chin tilt, eye shape, lip shape, chin face shape, temple width, nose width and jaw angle width;
the skin metrics include skin tone category, smoothness, sensitivity, tension.
8. The portable skin quality detection system based on image recognition according to claim 7, wherein the detection report generation end is a detection report generation end based on natural language synthesis, the skin quality information is converted into a skin quality detection report based on natural language through a preset natural language template, and the skin quality detection report is displayed through a display module; for the skin quality information from the 3D acquisition end, the detection report generation end also generates a corresponding five sense organs detection report.
9. The portable skin quality detection system based on image recognition according to claim 8, further comprising a skin care product customizing terminal, wherein the skin care product customizing terminal generates a corresponding skin care product customizing scheme according to the skin quality information provided by the skin quality analyzing terminal, divides the face according to a skin dry oil condition, a skin blackhead, a pore, an eye pouch, a black eye condition, a pock spot condition and a wrinkle condition, provides a ratio of cosmetic substances for improving the skin quality according to a regional skin problem in a targeted manner, and generates a skin care product ratio.
10. The image recognition-based portable skin quality detection system according to claim 9, further comprising a skin care product customizing machine, wherein the skin care product customizing terminal is connected to the skin care product customizing machine in a wired and/or wireless manner, and the skin care product customizing machine comprises a case, a skin care product raw material storage tank, a main control module and an electrically controlled discharge valve; the skin care product raw material storage tank is a constant-temperature storage tank, and constant-temperature refrigeration is carried out through a compressor; the electric control discharge valve is communicated with the skin care product raw material storage tank through a pipeline; the main control module comprises a main control chip, a power supply module and a communication module, wherein the power supply module is respectively electrically connected with the main control chip of the communication module, and the main control chip is also electrically connected with an electric control discharge valve and a skin care product raw material storage tank; skin care products raw materials storage jar, host system and automatically controlled bleeder valve all settle including.
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