CN106920146A - Three-dimensional fitting method based on body-sensing characteristic parameter extraction - Google Patents

Three-dimensional fitting method based on body-sensing characteristic parameter extraction Download PDF

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CN106920146A
CN106920146A CN201710090213.1A CN201710090213A CN106920146A CN 106920146 A CN106920146 A CN 106920146A CN 201710090213 A CN201710090213 A CN 201710090213A CN 106920146 A CN106920146 A CN 106920146A
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fitting
parameter
clothes
model
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CN106920146B (en
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郑紫微
赵婷
骆绪龙
郭建广
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Ningbo University
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Ningbo University
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0641Shopping interfaces
    • G06Q30/0643Graphical representation of items or shoppers
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06KGRAPHICAL DATA READING; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K17/00Methods or arrangements for effecting co-operative working between equipments covered by two or more of main groups G06K1/00 - G06K15/00, e.g. automatic card files incorporating conveying and reading operations
    • G06K17/0022Methods or arrangements for effecting co-operative working between equipments covered by two or more of main groups G06K1/00 - G06K15/00, e.g. automatic card files incorporating conveying and reading operations arrangements or provisious for transferring data to distant stations, e.g. from a sensing device
    • G06K17/0029Methods or arrangements for effecting co-operative working between equipments covered by two or more of main groups G06K1/00 - G06K15/00, e.g. automatic card files incorporating conveying and reading operations arrangements or provisious for transferring data to distant stations, e.g. from a sensing device the arrangement being specially adapted for wireless interrogation of grouped or bundled articles tagged with wireless record carriers
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T17/00Three dimensional [3D] modelling, e.g. data description of 3D objects

Abstract

Three-dimensional fitting method the present invention relates to be based on body-sensing characteristic parameter extraction, for the three-dimensional dressing system that portable Kinect cameras, RFID scanner, at least the clothes with RFID label tag, dress form parameter database, manikin parameter database, central processing unit, touching display screen and fitting Background generation device are formed.After clothes fitting model and the generation original dynamic model of human body is built, fitting Background generation fitting background;Manikin parameter database generation human body actual dynamic model of the matching with fitting person real face image, and virtual costume fitting model is obtained by dress form parameter database;Be nested with virtual costume fitting model adaptation on the corresponding actual dynamic model of human body by dress form parameter database;Rate of deformation of the maximum distortion deformation region and virtual costume fitting model deformed during touching display screen setting virtual costume fitting model display in deformation, clothes are satisfied with so that fitting person acquisition is corresponding.

Description

Three-dimensional fitting method based on body-sensing characteristic parameter extraction
Technical field
The present invention relates to three-dimensional fitting field, more particularly to a kind of three-dimensional fitting side based on body-sensing characteristic parameter extraction Method.
Background technology
In traditional garment body shop thing purchase clothes, people are by trying on to understand whether the clothes to be bought accord with Whether the build and wears effect for closing oneself are satisfied with.However, when great festivals or holidays are run into, especially in shopping mall market In garment body shop, substantial amounts of consumer can enter garment body shop try-on garment, be satisfied with wears effect to buy oneself Clothes.
But, consumer into garment body shop buy clothes when there is also very big the drawbacks of:Because customer count is huge Greatly, clothes limited amount shown in garment body shop, once multiple consumers are run into while wanting to try on a clothes or same During one clothes, it is necessary to each consumer queues up try-on garment one by one, can thus waste the plenty of time of consumer, also can There is consumer and walk out garment body shop because being reluctant to queue up, so as to reduce the purchase of the clothes between garment body shop and consumer Efficiency is bought, this is also the another big reason that network purchase clothing is subject to consumers.
The content of the invention
The technical problems to be solved by the invention are directed to above-mentioned prior art offer one kind and do not need consumer to clothes The clothes of solid shop/brick and mortar store are tried on, and just can choose the solid based on body-sensing characteristic parameter extraction for oneself being satisfied with wears effect Fitting method.
The present invention solve the technical scheme that is used of above-mentioned technical problem for:Three-dimensional examination based on body-sensing characteristic parameter extraction Clothing method, for by portable Kinect cameras, RFID scanner, at least one clothes, clothes with RFID label tag Model parameter data storehouse, manikin parameter database, central processing unit, touching display screen and fitting Background generation device institute shape Into three-dimensional dressing system, it is characterised in that comprise the following steps 1 to step 8:
Step 1, the RFID label tag on each clothes is scanned by RFID scanner, obtains the clothes ginseng corresponding to each clothes Number, and the clothes parameter of acquisition is saved in dress form parameter database, then generated by dress form parameter database The original dress form corresponding with acquired clothes parameter;Clothes parameter at least includes clothes quality, clothes neckline size, clothes Dress width, clothes length and clothes sleeve length, clothes quality characterize the density of clothing cloth;Wherein, dress form supplemental characteristic The process that storehouse generates the original dress form comprises the following steps 1-1 to step 1-3:
Step 1-1, two original particle respectively i and j on the setting original dress form to be generated, obtains two The distance between original particle i and j is lijThe coordinate of original particle i is (xi,yi,zi), the coordinate of original particle j is (xj,yj,zj);
Step 1-2, the compensation index x constant corresponding to clothes quality and clothes quality according to corresponding to clothes, by taking Die-filling shape parameter database presets the space displacement index of each particle coordinate when original dress form is modeled;Space displacement index Labeled as △, wherein:
The space displacement index of each particle coordinate on original dress formλ be with corresponding to clothes quality Compensation index x constant;
Step 1-3, the space displacement index of each particle coordinate when being modeled according to the original dress form of gained, obtains being built New coordinate after two particles of correspondence change through space displacement on original dress form, so as to obtain the original of acquired clothes parameter Beginning dress form;Wherein:
Particle difference correspondence markings after original particle i and original particle j changes through space displacement are i' and j';Particle i' Coordinate be (xi',yi',zi'), the coordinate of particle j' is (xj',yj',zj');The distance between particle i' and j' are l 'ij;Wherein:
xi'=xi+ △, yj'=yj+△;zj'=zj+△;△ is step Corresponding space displacement index in rapid 1-2;
Step 2, prestores human body initial model in three-dimensional dressing system, and defeated according to outside by three-dimensional dressing system The body-sensing characteristic parameter of the human body for entering, human body original dynamic model of the generation for different body-sensing characteristic parameters;Body-sensing feature is joined Number at least includes height parameter, shoulder breadth parameter, bust parameter, waistline parameter, hip circumference parameter, brachium parameter, leg parameter long, leg Fineness degree parameter, pin parameter long, pin parameter wide and neck fineness degree parameter;Wherein, the generating process of the original dynamic model of human body At least comprise the following steps 2-1 to step 2-5:
Step 2-1, each length in the body-sensing characteristic parameter of the human body initial model that three-dimensional dressing system extraction is prestored Raw process parameter data;Wherein, the human body initial model that three-dimensional dressing system is prestored is labeled as C0, length raw process parameter data At least include height parameter, shoulder breadth parameter, bust parameter, waistline parameter, hip circumference parameter, brachium parameter, leg parameter long, leg thickness Degree parameter, pin parameter long, pin parameter wide and neck fineness degree parameter;
Step 2-2, is carried out just to each length raw process parameter data in the body-sensing characteristic parameter of the human body initial model Beginningization, to obtain corresponding to the length raw process parameter data value after initialization in human body initial model;Wherein, in human body initial model The length raw process parameter data collection of initialization is combined into S0={ height parameter, shoulder breadth parameter, bust parameter, waistline parameter, hip circumference ginseng Number, brachium parameter, leg parameter long, leg fineness degree parameter, pin parameter long, pin parameter wide, neck fineness degree parameter };N=1, 2,…,11;Length raw process parameter data value after being initialized in setting human body initial model is labeled as Lxn, xnRepresent that human body is initial In model it is initialized after n-th length initial parameter;
Step 2-3, the body-sensing characteristic parameter of the human body according to received outside input extracts the length number for human body According to, and screening obtains the length parameter data corresponding with step 2-1;Wherein, the length parameter data mark that setting screening is obtained It is designated as L'yn, ynRepresent and xnCorresponding human body length parameter data name;
Step 2-4, the length raw process parameter data value L in step 2-2xnAnd the corresponding length parameter of outside input Data value L'yn, obtain building matching round-off error corresponding with each length parameter data respectively during the original dynamic model of human body Parameter value;Wherein, the matching round-off error parameter value mark corresponding with n-th length parameter data in the original dynamic model of human body It is designated as ωn
Step 2-5, round-off error parameter value ω is matched according to gainednAnd the length original initialized in human body initial model Beginning parameter data values Lxn, human body original dynamic model of the generation for different body-sensing characteristic parameters;Wherein, constructed human body is former Corresponding each length parameter is labeled as L in initiating states modelyn
Lyn=Lxnn;N=1,2 ..., 11;
Step 3, fitting Background generation device previously generates the examination for different fitting environment according to the order of central processing unit Clothing original background data storehouse;After fitting person carrying wants try-on garment to enter three-dimensional fitting area, by RFID scanner in scanning After RFID label tag that this is worn on clothes is tried to obtain each clothes parameter corresponding to the try-on garment, this is tried by RFID scanner Wear the corresponding clothes parameter of clothes and be sent to central processing unit;By portable Kinect cameras by around fitting person at least The mode of a mobile border gathers the actual body-sensing characteristic parameter of fitting person and the real face image of the fitting person, and will obtain The actual body-sensing characteristic parameter of fitting person and real face image for taking are sent to manikin parameter database;
Step 4, manikin parameter database is according to the actual body-sensing characteristic parameter of the fitting person for being stored and true Face-image, generation the matching fitting person and the actual dynamic model of the human body with the fitting person real face image;
Dress form parameter database transfers corresponding original clothes mould according to the corresponding clothes parameter of wanted try-on garment Type;
Original dress form is made micro-adjustment by dress form parameter database according to the fitting order of center treatment, obtains void Intend clothes fitting model;
Wherein, dress form parameter database micro-adjustment clothes fit model to obtain the process of virtual costume fitting model Comprise the following steps 4-1 to step 4-5:
Step 4-1, central processing unit sets the default shape control parameter P of original dress formclothes, processed by center Body-sensing characteristic parameter P according to fitting personuserOriginal dress form largest deformation index S in the horizontal direction is setmaxAnd most Small deformation index Smin;Wherein, the default shape control parameter of original dress form corresponds the clothes neckline in step 1 Size, garment width, clothes length and clothes sleeve length;Default shape control parameter PclothesWith the body-sensing characteristic parameter of fitting person PuserCorrespond;
Step 4-2, default shape control parameter P of the central processing unit according to original dress formclothes, fitting person body Sense characteristic parameter Puser, original dress form largest deformation index S in the horizontal directionmaxAnd minimum deformation index Smin, meter Calculation obtains the self adaptation fitting deformation ratio R of clothes parameter of the original dress form of correspondence in fitting, and by central processing unit The self adaptation fitting deformation ratio R of gained clothes parameter is sent to the treatment of dress form parameter database:
Work as Puser≥PclothesWhen, the self adaptation fitting deformation ratio R of clothes parameter when the original dress form is fitted is adjusted It is whole to be
Work as Puser<PclothesWhen, the self adaptation fitting deformation ratio R of clothes parameter when the original dress form is fitted is adjusted It is whole to be
Step 4-3, dress form parameter database is original to this according to the self adaptation of clothes parameter fitting deformation ratio R Each original clothes parameter corresponding to dress form carries out adjustment in proportion according to self adaptation fitting deformation ratio R, to obtain Meet the micro-adjustment clothes fitting model of human comfort;
Step 4-4, the default wind-force index of dress form parameter database, and fitted corresponding to model according to micro-adjustment clothes Clothes Textural parameters and clothes parameter self adaptation fitting deformation ratio R, obtain micro-adjustment clothes fitting model on each particle Virtually trying space displacement index;Wherein, micro-adjustment clothes fitting model take up an official post a particle x virtually trying bit space move refer to Number scale is ζ (x):
fwx=kw·(vw-vx);
C is micro-adjustment clothes fitting model, and ρ (x) is the density at any particle x, ρ in micro-adjustment clothes fitting MODEL C X () characterizes corresponding clothes Textural parameters, SCIt is the whole surface area of micro-adjustment clothes fitting MODEL C, g is residing for fitting person The acceleration of gravity in geographical position, fwxBe the wind-force in micro-adjustment clothes fitting MODEL C suffered by particle x, θ be wind-force direction with Angle between acceleration of gravity direction;kwIt is default wind-force index x constant, vwIt is wind speed size, vxFor micro-adjustment clothes are fitted The speed of particle x in MODEL C, Ψ represents the bondability index of clothing cloth degree of adhesion corresponding to micro-adjustment clothes fitting MODEL C, α It is the deviation angle of micro-adjustment clothes fitting MODEL C offset its home position axis when trying on, R is gained clothes parameter Self adaptation fitting deformation ratio;
Step 4-5, virtual examination of the dress form parameter database according to each particle on gained micro-adjustment clothes fitting model Space displacement index, default virtually trying space displacement threshold value constant, default human body-clothes distance values constant is worn to be sentenced It is disconnected, to generate virtual costume fitting model during virtually trying;Wherein, default virtually trying space displacement threshold value constant mark It is ζ0, default human body-clothes distance values constant is labeled as D0, virtual costume fitting model phenotypic marker is C';
Work as ζ0≤ζ(x)≤D0When, then the particle x in micro-adjustment clothes fitting MODEL C is moved at x', it is virtual to obtain Virtual costume fitting model when trying on;As ζ (x)<ζ0Or ζ (x)>D0When, the particle x in micro-adjustment clothes fitting MODEL C is not Movement is given, to continue original micro-adjustment clothes fitting model as virtual costume fitting model during virtually trying;Wherein:
Physical locations of the x' for the particle x in micro-adjustment clothes fitting MODEL C in virtually trying, x'=ζ2(x)gR;g The acceleration of gravity in geographical position residing for fitting person, R is the self adaptation fitting deformation ratio of clothes parameter;Virtual costume is fitted MODEL C ' by being formed after the particle x movements in micro-adjustment clothes fitting MODEL C;
Step 5, dress form parameter database in three-dimensional dressing system is according to the actual dynamic model of human body and virtual Clothes fitting model, virtual costume fitting model is adaptively nested with the corresponding actual dynamic model of human body;Wherein, take Virtual costume fitting model is adaptively nested with the corresponding actual dynamic model process bag of human body by die-filling shape parameter database Include following steps 5-1 to step 5-5:
Step 5-1, dress form parameter database carries out burst to virtual costume fitting model, independent to obtain M Cloth subregion;Wherein, r-th cloth Labelling Regions is Cr;r≤M;
Step 5-2, dress form parameter database carries out burst to the actual dynamic model of human body, independent to obtain M And with the one-to-one manikin subregion of cloth subregion, to form M to cloth-manikin subregion;Wherein, r-th human body Model division is labeled as Br;Manikin subregion BrWith cloth subregion CrCorrespond;r≤M;
Step 5-3, in M in cloth-manikin subregion, dress form parameter database calculate successively cloth subregion with Vertical range between corresponding manikin subregion;Wherein, r-th cloth subregion CrWith r-th manikin subregion BrBetween Vertical range be designated as Hr, r≤M;
Step 5-4, dress form parameter database is according to vertical between each cloth subregion of gained and manikin subregion Distance, acquires the optimal laminating distance between cloth subregion and corresponding manikin subregion, and most preferably fit with gained Distance puts the gap width reserved on the actual dynamic model of human body as virtual costume fitting model jacket;Wherein, cloth subregion H is labeled as with the optimal laminating distance between corresponding manikin subregionopt
HrRepresent the vertical range between r-th cloth subregion and r-th manikin subregion, D0It is default human body-clothes Dress distance values constant, ζ0It is default virtually trying space displacement threshold value constant, R is the self adaptation fitting deformation ratio of clothes parameter Example;
Step 5-5, dress form parameter database is according to gained virtual costume fitting model in step 5-4 and human body reality The gap width constant that dynamic model is reserved, virtual costume fitting model jacket is put on the corresponding actual dynamic model of human body;
Step 6, the clothes parameter that the touching display screen of three-dimensional dressing system is fitted corresponding to model according to virtual costume The maximum distortion deformation region that is deformed and virtual costume fitting model exist when setting virtual costume fitting model display Rate of deformation during deformation, and then virtual costume fitting is shown in the maximum distortion deformation region for being limited by display screen Model;Wherein, the acquisition process of the maximum distortion deformation region includes step 6-1 to step 6-3:
Step 6-1, the touching display screen of three-dimensional dressing system is according to virtual costume fitting model correspondence clothes parameter In shoulder breadth parameter and waistline parameter, build new 3 D stereo coordinate system;
Step 6-2, shoulder breadth parameter in clothes parameter of the touching display screen of three-dimensional dressing system, waistline parameter with And constructed 3 D stereo coordinate system, obtain the left point A coordinates (x of shoulder breadthShoulder-L,yShoulder-L,zShoulder-L), shoulder breadth it is right Point A' coordinates (xShoulder-R,yShoulder-R,zShoulder-R), the left point B coordinates (x of waistlineWaist-L,yWaist-L,zWaist-L) and waist Enclose right point B' coordinates (xWaist-R,yWaist-R,zWaist-R);
Step 6-3, the touching display screen of three-dimensional dressing system according to the left point coordinates of gained shoulder breadth, the right point coordinates of shoulder breadth, The left point coordinates of waistline and the right point coordinates of waistline, are calculated the maximum distortion deformation region of restriction;Wherein, the maximum change of restriction Shape deformation region is labeled as Regionmax
The region that the virtual costume fitting model is taken up an official post at meaning point (x, y, z) is satisfied by
Step 7, fitting person is input into the fitting background image title to be worn of the try-on garment by central processing unit, and Corresponding fitting background image is generated by fitting Background generation device;Touching display screen is carried out to the fitting background image for being generated Depth is pre-processed, and the selected fitting background image of fitting person is shown with high-resolution;Wherein, touching display screen is to being generated Fitting background image carries out the process of depth pretreatment and is:
By the edge some pixels of expansionism in the horizontal direction of the fitting background image, to cause fitting background image Depth value on surface reaches unanimously, and then avoids causing the geometric distortion of fitting background image;Wherein, fitting background image The expansion model of edge expansionism in the horizontal direction is:
Wherein, d (x, y) represents ash of the pixel at coordinate (x, y) place on fitting background image before edge expansionism Degree level, d'(x, y) gray level of the pixel at denotation coordination (x, y) place after edge expansionism, dir (x, y) represents fitting The direction of coordinate (x, y) expansionism on background image;1 represent expand to the right in the horizontal direction, -1 represent in the horizontal direction to Any expansion is not done in left expansion, 0 expression in the horizontal direction;K represents the pixel of coordinate (x, y) expansionism on fitting background image Individual numerical value;
Th is touching display screen For the predetermined threshold value constant that background image of being fitted selected by fitting person is pre-processed;
Step 8, fitting person is being satisfied with virtual costume fitting model with the actual dynamic model of human body in selected fitting background Under image try situation on after, the satisfied instruction of fitting person input fitting to central processing unit, by central processing unit order clothes mould Shape parameter database transfers the current clothes parameter feedback fitted corresponding to satisfied instruction to fitting person, so that fitting person is according to anti- The clothes parameter acquiring of feedback is corresponding to be satisfied with clothes.
Further, also include after step 8:Step 9, the satisfied instruction of fitting person input fitting is to three-dimensional dressing system Central processing unit after, whether the touching display screen of three-dimensional dressing system display inquiry fitting person obtains clothes effect model The actual dynamic model of each human body corresponding to prompting frame and the fitting person, and obtain clothes effect model in fitting person selection After instruction, fitting person is prompted to by touching display screen display payment;Step 10, three-dimensional dressing system is in banking system In prestore embedding close image zooming-out key, in fitting person by being input into bank's card number and corresponding payment on touching display screen After password, touching display screen continuously acquires the fitting person face-image of the fitting person preset number as this delivery operation Embedding close original image is treated, using the fitting person face-image with unique biological characteristic as preliminary safe encryption measures, and The payment information including bank's card number and payment cipher to being received is carried out based on the embedding close Hybrid Encryption of image, embedding to obtain Close image, and the payment information in embedding close image will be embedded by touching display screen be safely supplied to corresponding banking system It is decrypted;Step 11, the embedding close image zooming-out key that banking system prestores according to three-dimensional dressing system, extracts embedding close examination Payment information in clothing person's face-image, banking system judges that extracted payment information prestores with fitting person in the banking system Payment information it is consistent when, banking system according to the embedding close image zooming-out key that prestores complete to fitting person bank account withhold with And banking system is transferred accounts to three-dimensional dressing system account.
Compared with prior art, the advantage of the invention is that:
First, in the three-dimensional fitting method of the present patent application, three-dimensional dressing system, will when original dress form is built The clothes quality that different garment is used is considered in the structure of original dress form, and has taken into account constructed original clothes mould In type coordinate of each particle on the direction of three, space, fully meets three-dimensional clothes effect needs, it is to avoid traditional virtual examination The clothes trying effect situation on two dimensional surface is only considered in clothing scheme, to more conform to the true fitting effects of fitting person, Meet three-dimensional clothes effect observation of the clothes buyer to virtual costume;
Kinect cameras are added the real face image of fitting person by obtaining the real face image of fitting person To in the follow-up actual dynamic model of human body, more real oneself clothes effect can be shown to fitting person;
Secondly, during virtual costume fitting model is obtained, original dress form is set by central processing unit and is existed The largest deformation index of horizontal direction and minimum deformation index, can both meet original dress form in touching display screen water Square upward normal display, can avoid original dress form from occurring deformation distortion phenomenon in deformation, it is ensured that fitting person again Undistorted original dress form can be observed;
Again, virtually trying space displacement index is introduced, virtually trying space displacement index fits micro-adjustment clothes Gravity factor in windage factor, the clothing cloth that model is subject to bonding situation in itself and clothes suffered by each particle It is fused in calculating process, meets the virtually trying needs of virtual costume, more conforms to the true of fitting person and try environment on Effect;
Rate of deformation during setting virtual costume fitting model deformation, adapts to whole virtual costume and fits model touch Display speed on display screen, it is delayed so that display of the virtual costume fitting model on touching display screen will not be caused to produce;
Finally, after generation fitting background image, touching display screen does depth pretreatment to fitting background image, with height The clear display selected fitting background image of fitting person, and by the edge expansionism in the horizontal direction of background image of fitting Some pixels, to cause that the depth value on fitting background image surface reaches unanimously, and then avoid causing fitting background image Geometric distortion, so as to embody more life-like fitting effects of the fitting person in the case of background image of fitting.
Brief description of the drawings
Fig. 1 is the circuit theory schematic diagram of embodiment of the present invention neutral body dressing system;
Fig. 2 is the three-dimensional fitting method schematic flow sheet based on body-sensing characteristic parameter extraction in the embodiment of the present invention.
Specific embodiment
The present invention is described in further detail below in conjunction with accompanying drawing embodiment.
As shown in Fig. 2 the three-dimensional fitting method based on body-sensing characteristic parameter extraction in the present embodiment, for by movable type Kinect cameras, RFID scanner, at least one clothes, dress form parameter database, human mould with RFID label tag The three-dimensional dressing system that shape parameter database, central processing unit, touching display screen and fitting Background generation device are formed, Kinect cameras belong to prior art, do not do excessively repeating herein, and three-dimensional dressing system is shown in Figure 1;The solid is fitted Method comprises the following steps 1 to step 8:
Step 1, the RFID label tag on each clothes is scanned by RFID scanner, obtains the clothes ginseng corresponding to each clothes Number, and the clothes parameter of acquisition is saved in dress form parameter database, then generated by dress form parameter database The original dress form corresponding with acquired clothes parameter;Clothes parameter at least includes clothes quality, clothes neckline size, clothes Dress width, clothes length and clothes sleeve length, clothes quality characterize the density of clothing cloth;The clothes cloth of different clothes quality Material has different density;For example, the clothes of contton cloth are just different and every kind of from the quality of both clothes of terylene cloth The clothes quality of clothing cloth is also what is be known a priori by;The clothes quality that different garment is used has been taken into full account in the step 1, To more conform to effect situation during true try-on garment;Wherein, in the step 1, the generation of dress form parameter database is former The process of beginning dress form comprises the following steps 1-1 to step 1-3:
Step 1-1, two original particle respectively i and j on the setting original dress form to be generated, obtains two The distance between original particle i and j is lijThe coordinate of original particle i is (xi,yi,zi), the coordinate of original particle j is (xj,yj,zj);Here by each original particle of consideration on the direction of three, space Coordinate, fully meets the effect needs of three-dimensional fitting, only considers that two dimension is flat this also avoids in traditional virtual fitting scheme Clothes trying effect situation on face, so that the original dress form formed in the present invention more conforms to real clothes Effect, and then more meet stereovision of the clothes buyer to virtual costume;
Step 1-2, the compensation index x constant corresponding to clothes quality and clothes quality according to corresponding to clothes, by taking Die-filling shape parameter database presets the space displacement index of each particle coordinate when original dress form is modeled;Space displacement index Labeled as △, wherein:
The space displacement index of each particle coordinate on original dress formλ be with corresponding to clothes quality Compensation index x constant;Reality processing into clothes in, due to being influenceed by clothes overall weight, each particle on clothes A certain degree of skew will be produced;Herein for the original dress form to be set up, by introducing the sky on particle coordinate Between displacement index, with more life-like the truth for reflecting each particle displacement in real garment, enhance in turn follow-up Form the true fidelity of original dress form;
Step 1-3, the space displacement index of each particle coordinate when being modeled according to the original dress form of gained, obtains being built New coordinate after two particles of correspondence change through space displacement on original dress form, so as to obtain the original of acquired clothes parameter Beginning dress form;Wherein:Original particle i and original particle j through space displacement change after particle difference correspondence markings be i' and j';The coordinate of particle i' is (xi',yi',zi'), the coordinate of particle j' is (xj',yj',zj');The distance between particle i' and j' are l′ij;Wherein:xi'=xi+ △, yj'=yj+△;zj'=zj+△;△ is Space displacement index corresponding in step 1-2;
Herein for the original dress form to be set up, by introducing the space displacement index on each coordinate of particle, and Increase introduced space displacement index on the basis of the coordinate of each original particle, reflected in real garment with more life-like The truth of each particle displacement, enhances the true fidelity situation of original dress form formed herein in turn;
Specific to the three-dimensional dressing system of the present embodiment, have to original on the touching display screen of three-dimensional dressing system Dress form and virtual costume fitting model are amplified, reduce the zoom control button of control, are seen with facilitating fitting person to adjust Examine original dress form and virtual costume fitting model;There is virtual visual field distance on the touching display screen of three-dimensional dressing system Control button, dress form is observed from different distances to adapt to fitting person;Wherein, virtual visual field distance controlling button, uses To increase the distance between virtual costume fitting model and fitting person position in touching display screen, to facilitate fitting person at oneself The overall virtual fitting effect of oneself is observed at the distance of required adjustment, angle of the fitting person from other persons of passing by one's way can be more caused To observe the clothes wears effect of oneself.
Step 2, prestores human body initial model in three-dimensional dressing system, and defeated according to outside by three-dimensional dressing system The body-sensing characteristic parameter of the human body for entering, human body original dynamic model of the generation for different body-sensing characteristic parameters;Due to different People takes on a different character parameter, the consumer of such as different sexes, male consumer or female consumer, their feature Parameter is different;Body-sensing characteristic parameter herein at least include height parameter, shoulder breadth parameter, bust parameter, waistline parameter, Hip circumference parameter, brachium parameter, leg parameter long, leg fineness degree parameter, pin parameter long, pin parameter wide and neck fineness degree parameter;People The generating process of the original dynamic model of body at least comprises the following steps 2-1 to step 2-5:
Step 2-1, each length in the body-sensing characteristic parameter of the human body initial model that three-dimensional dressing system extraction is prestored Raw process parameter data;Wherein, the human body initial model that three-dimensional dressing system is prestored is labeled as C0, length raw process parameter data At least include height parameter, shoulder breadth parameter, bust parameter, waistline parameter, hip circumference parameter, brachium parameter, leg parameter long, leg thickness Degree parameter, pin parameter long, pin parameter wide and neck fineness degree parameter;
Step 2-2, to the body-sensing characteristic parameter of human body initial model in each length raw process parameter data initialize, To obtain corresponding to the length raw process parameter data value after initialization in human body initial model;Wherein, it is initial in human body initial model The length raw process parameter data collection of change is combined into S0=height parameter, and shoulder breadth parameter, bust parameter, waistline parameter, hip circumference parameter, Brachium parameter, leg parameter long, leg fineness degree parameter, pin parameter long, pin parameter wide, neck fineness degree parameter };Setting human body is initial Length raw process parameter data value after being initialized in model is labeled as Lxn, xnRepresent that n-th length in human body initial model is former Beginning parameter;N=1,2 ..., 11;For example, the length raw process parameter data collection initialized in human body initial model is combined into S0In, 2nd length initial parameter is labeled as x for the 2nd length initial parameter in shoulder breadth parameter, i.e. human body initial model2;Correspondence Ground, the 2nd length raw process parameter data value after being initialized in human body initial model is labeled as Lx2;Length initial parameter xnWith it is first Length raw process parameter data value L after beginningizationxnIt is correspondingly;
Step 2-3, the body-sensing characteristic parameter of the human body according to received outside input extracts the length number for human body According to, and screening obtains the length parameter data corresponding with step 2-1;Wherein, the length parameter data mark that setting screening is obtained It is designated as L'yn, ynRepresent and xnCorresponding human body length parameter data name;For example, in step 2-2, x2Represent the 2nd it is long Degree initial parameter, accordingly, y herein2Just shoulder breadth parameter, L' are corresponded toy2It is resulting shoulder breadth length parameter after screening Data;x4Represent the 4th length initial parameter, accordingly, y herein4Just waistline parameter, L' are corresponded toy2It is the institute after screening The waistline length supplemental characteristic for obtaining;
Step 2-4, the length raw process parameter data value L in step 2-2xnAnd the corresponding length parameter of outside input Data value L'yn, obtain building matching round-off error corresponding with each length parameter data respectively during the original dynamic model of human body Parameter value;Wherein, the matching round-off error parameter value mark corresponding with n-th length parameter data in the original dynamic model of human body It is designated as ωnN=1,2 ..., 11;
In the original dynamic model of structure human body, for length raw process parameter data value, by each length obtained to screening Degree supplemental characteristic L'ynAsk accumulative and value and product value, to the length raw process parameter data value L after initializationxnAsk accumulative and value and product Value, each to gained accumulative and value, product value are calculated, and obtain corresponding matching round-off error parameter value ωn, with each length of compensation calculation Produced error during data, so as to obtain more accurate length data, to generate the original dynamic model of follow-up human body;
Step 2-5, round-off error parameter value ω is matched according to gainednAnd the length original initialized in human body initial model Beginning parameter data values Lxn, human body original dynamic model of the generation for different body-sensing characteristic parameters;Wherein, constructed human body is former Corresponding each length parameter is labeled as L in initiating states modelyn
Lyn=Lxnn;N=1,2 ..., 11;
The original dynamic model C of constructed human body herein1In each length parameter value LynIn original length initial parameter number According to value LxnOn the basis of, with the addition of the matching round-off error parameter value ω to compensating length data errorn, so that thus institute The original dynamic model of human body of generation has bigger fidelity, it is ensured that each model is true to nature during solid fitting;
Step 3, fitting Background generation device previously generates the examination for different fitting environment according to the order of central processing unit Clothing original background data storehouse;After fitting person carrying wants try-on garment to enter three-dimensional fitting area, by RFID scanner in scanning After RFID label tag that this is worn on clothes is tried to obtain each clothes parameter corresponding to the try-on garment, this is tried by RFID scanner Wear the corresponding clothes parameter of clothes and be sent to central processing unit;By portable Kinect cameras by around fitting person at least The mode of a mobile border gathers the actual body-sensing characteristic parameter of fitting person and the real face image of the fitting person, and will obtain The actual body-sensing characteristic parameter of fitting person and real face image for taking are sent to manikin parameter database;Via Kinect Camera gets fitting person real face image, that is, the real face image of consumer herein, and by the true of fitting person Real face-image is added in the actual dynamic model of follow-up human body, can show more real oneself examination to fitting person Clothing effect;This more conforms to the true fitting purpose of fitting person relative to the fitting scheme of currently employed model head picture;Wherein, make It is corrective measure, there can also be the clothes for fitting person selection in the step 3, the touching display screen of three-dimensional dressing system Type and clothes title, with after fitting person needs the clothes tried on by touching display screen selection, by touch display Screen is represented by transferring the corresponding dress form in dress form parameter database with touching display screen.
Step 4, manikin parameter database is according to the actual body-sensing characteristic parameter of the fitting person for being stored and true Face-image, generation the matching fitting person and the actual dynamic model of the human body with the fitting person real face image;
Dress form parameter database transfers corresponding original clothes mould according to the corresponding clothes parameter of wanted try-on garment Type;
Original dress form is made micro-adjustment by dress form parameter database according to the fitting order of center treatment, obtains void Intend clothes fitting model;
Wherein, dress form parameter database micro-adjustment clothes fit model to obtain the process of virtual costume fitting model Comprise the following steps 4-1 to step 4-5:
Step 4-1, central processing unit sets the default shape control parameter P of original dress formclothes, processed by center Body-sensing characteristic parameter P of the device according to fitting personuserOriginal dress form largest deformation index S in the horizontal direction is setmaxAnd Minimum deformation index Smin;Wherein, the default shape control parameter of original dress form corresponds the garment collar in step 1 Mouth size, garment width, clothes length and clothes sleeve length;Default shape control parameter PclothesBody-sensing feature with fitting person is joined Number PuserCorrespond;Original dress form largest deformation index in the horizontal direction is set with minimum shape by central processing unit Become index, can both meet normal display of the original dress form in display screen horizontal direction, original clothes can be avoided again Model occurs deformation distortion phenomenon in deformation;
Step 4-2, default shape control parameter P of the central processing unit according to original dress formclothes, fitting person body Sense characteristic parameter Puser, original dress form largest deformation index S in the horizontal directionmaxAnd minimum deformation index Smin, meter Calculation obtains the self adaptation fitting deformation ratio R of clothes parameter of the original dress form of correspondence in fitting, and by central processing unit The self adaptation fitting deformation ratio R of gained clothes parameter is sent to the treatment of dress form parameter database:
Work as Puser≥PclothesWhen, i.e., the body-sensing characteristic ginseng value of fitting person is greater than default shape control parameter During value, the self adaptation fitting deformation ratio R of clothes parameter when the original dress form is fitted is adjusted to
Work as Puser<PclothesWhen, i.e., when the body-sensing characteristic ginseng value of fitting person is less than default shape control parameter value, the original clothes The self adaptation fitting deformation ratio R of clothes parameter when die-filling type is fitted is adjusted to The self adaptation fitting deformation ratio R's of clothes parameter is firstly introduced, and thoroughly solves three-dimensional dressing system automatically according to fitting Person is true, and body-sensing characteristic parameter is adjusted, to control the deformation ratio of each parameter in original dress form, so as to reach each clothes Dress parameter synchronization produces deformation in proportion, and the dress form for thus generating will not in any one direction produce shape distortion;
Step 4-3, dress form parameter database is original to this according to the self adaptation of clothes parameter fitting deformation ratio R Each original clothes parameter corresponding to dress form carries out adjustment in proportion according to self adaptation fitting deformation ratio R, to obtain Meet the micro-adjustment clothes fitting model of human comfort;The deformation ratio R of self adaptation fitting herein not only meets original clothes Synchronous deformation in proportion on model in all directions, it is ensured that dress form it is true to nature, and it is also ensured that resulting is micro- Adjustment clothes fitting model more conforms to the requirement of human comfort;
Step 4-4, the default wind-force index of dress form parameter database, and fitted corresponding to model according to micro-adjustment clothes Clothes Textural parameters and clothes parameter self adaptation fitting deformation ratio R, obtain micro-adjustment clothes fitting model on each particle Virtually trying space displacement index;Micro-adjustment clothes fitting model take up an official post a particle x virtually trying space displacement index note It is ζ (x),fwx=kw·(vw-vx);
C is micro-adjustment clothes fitting model, and ρ (x) is the density at any particle x, ρ in micro-adjustment clothes fitting MODEL C X () characterizes corresponding clothes Textural parameters, SCIt is the whole surface area of micro-adjustment clothes fitting MODEL C, g is residing for fitting person The acceleration of gravity in geographical position, fwxBe the wind-force in micro-adjustment clothes fitting MODEL C suffered by particle x, θ be wind-force direction with Angle between acceleration of gravity direction;kwIt is default wind-force index x constant, vwIt is wind speed size, vxFor micro-adjustment clothes are fitted The speed of particle x in MODEL C, Ψ represents the bondability index of clothing cloth degree of adhesion corresponding to micro-adjustment clothes fitting MODEL C, α It is the deviation angle of micro-adjustment clothes fitting MODEL C offset its home position axis when trying on, R is gained clothes parameter Self adaptation fitting deformation ratio;Due to during being fitted using three-dimensional dressing system, it is necessary to true reappearance one More conform to fit, the virtual scene of environment of wearing the clothes, the present embodiment is by introducing virtually trying space displacement index ζ (x) and empty Plan tries windage factor, clothing cloth that space displacement index fitted suffered by model micro-adjustment clothes in itself viscous on Gravity factor in conjunction situation and clothes suffered by each particle is fused in calculating process, meets the virtual examination of virtual costume Wear and more conform to the true of fitting person and try environmental effect on;
Step 4-5, virtual examination of the dress form parameter database according to each particle on gained micro-adjustment clothes fitting model Space displacement index, default virtually trying space displacement threshold value constant, default human body-clothes distance values constant is worn to be sentenced It is disconnected, to generate virtual costume fitting model during virtually trying;Wherein, default virtually trying space displacement threshold value constant mark It is ζ0, default human body-clothes distance values constant is labeled as D0, virtual costume fitting model phenotypic marker is C';
Work as ζ0≤ζ(x)≤D0When, then the particle x in micro-adjustment clothes fitting MODEL C is moved at x', it is virtual to obtain Virtual costume fitting model when trying on;As ζ (x)<ζ0Or ζ (x)>D0When, the particle x in micro-adjustment clothes fitting MODEL C is not Movement is given, to continue original micro-adjustment clothes fitting model as virtual costume fitting model during virtually trying;Wherein, Physical locations of the x' for the particle x in micro-adjustment clothes fitting MODEL C in virtually trying, x'=ζ2(x)gR;G is fitting person The acceleration of gravity in residing geographical position, R is the self adaptation fitting deformation ratio of clothes parameter;Virtual costume fit model C' by Formed after particle x movements in micro-adjustment clothes fitting MODEL C;
Step 5, dress form parameter database in three-dimensional dressing system is according to the actual dynamic model of human body and virtual Clothes fitting model, virtual costume fitting model is adaptively nested with the corresponding actual dynamic model of human body;Wherein, take Virtual costume fitting model is adaptively nested with the corresponding actual dynamic model process bag of human body by die-filling shape parameter database Include following steps 5-1 to step 5-5:
Step 5-1, dress form parameter database carries out burst to virtual costume fitting model, independent to obtain M Cloth subregion;Wherein, r-th cloth Labelling Regions is Cr;r≤M;M represent virtual costume fitting model be fragmented after cloth Material subregion total number;
Step 5-2, dress form parameter database carries out burst to the actual dynamic model of human body, independent to obtain M And with the one-to-one manikin subregion of cloth subregion, to form M to cloth-manikin subregion;R-th manikin point Area is labeled as Br;Manikin subregion BrWith cloth subregion CrCorrespond;r≤M;The cloth of model for example, virtual costume is fitted Subregion C1With manikin subregion B1It is corresponding, the cloth subregion C of virtual costume fitting model2With manikin subregion B2Relatively Should;Relative to current virtual fitting scheme, cloth subregion and the manikin subregion plan of establishment herein are conducive to virtual clothes Each cloth subregion on dress fitting model is matched on the actual dynamic model of human body by the square;
Step 5-3, in M in cloth-manikin subregion, dress form parameter database calculate successively cloth subregion with Vertical range between corresponding manikin subregion;Wherein, r-th cloth subregion CrWith r-th manikin subregion BrBetween Vertical range be designated as Hr, r≤M;Vertical range between cloth subregion tangent plane and corresponding manikin subregion tangent plane away from From;
Step 5-4, dress form parameter database is according to vertical between each cloth subregion of gained and manikin subregion Distance, acquires the optimal laminating distance between cloth subregion and corresponding manikin subregion, and most preferably fit with gained Distance puts the gap width reserved on the actual dynamic model of human body as virtual costume fitting model jacket;Wherein, cloth subregion H is labeled as with the optimal laminating distance between corresponding manikin subregionoptr≤M;
HrRepresent r-th cloth subregion CrWith r-th manikin subregion BrBetween vertical range, D0It is default people Body-clothes distance values constant, ζ0It is default virtually trying space displacement threshold value constant, R fits for the self adaptation of clothes parameter Deformation ratio;During virtual fitting, the acquisition of optimal laminating distance disclosure satisfy that the actual dynamic model of human body with virtual clothes There is optimum distance when being matched between dress fitting model, comfort level needs when being worn to suit;
Step 5-5, dress form parameter database is actual with human body dynamic according to step 5-4 gained virtual costume fitting models The gap width constant that states model is reserved, virtual costume fitting model jacket is put on the corresponding actual dynamic model of human body;
Step 6, the clothes parameter that the touching display screen of three-dimensional dressing system is fitted corresponding to model according to virtual costume The maximum distortion deformation region that is deformed and virtual costume fitting model exist when setting virtual costume fitting model display Rate of deformation during deformation, and then virtual costume fitting is shown in the maximum distortion deformation region for being limited by display screen Model;By setting rate of deformation during virtual costume fitting model deformation, it is adapted to whole virtual costume fitting model and exists Display speed on touching display screen, is produced delayed with the display that will not cause virtual costume fitting model;Wherein, here most The acquisition process of large deformation deformation region includes step 6-1 to step 6-3:
Step 6-1, the touching display screen of three-dimensional dressing system is according to virtual costume fitting model correspondence clothes parameter In shoulder breadth parameter and waistline parameter, build new 3 D stereo coordinate system;
Step 6-2, shoulder breadth parameter in clothes parameter of the touching display screen of three-dimensional dressing system, waistline parameter with And constructed 3 D stereo coordinate system, obtain the left point A coordinates (x of shoulder breadthShoulder-L,yShoulder-L,zShoulder-L), shoulder breadth it is right Point A' coordinates (xShoulder-R,yShoulder-R,zShoulder-R), the left point B coordinates (x of waistlineWaist-L,yWaist-L,zWaist-L) and waist Enclose right point B' coordinates (xWaist-R,yWaist-R,zWaist-R);By acquired shoulder breadth coordinate and waistline coordinate, can tentatively delineate Go out profile during virtual costume fitting Model Matching fitting person body build;
Step 6-3, the touching display screen of three-dimensional dressing system according to the left point coordinates of gained shoulder breadth, the right point coordinates of shoulder breadth, The left point coordinates of waistline and the right point coordinates of waistline, are calculated the maximum distortion deformation region of restriction;The maximum distortion shape of restriction Become the calculating in region, be conducive to three-dimensional dressing system control virtual costume to fit model on the display border of touching display screen, Farthest to utilize touching display screen interface, and virtual costume fitting model is included at the interface of touching display screen On;Wherein, the maximum distortion deformation region of restriction is labeled as Regionmax
The region that virtual costume fitting model is taken up an official post at meaning point (x, y, z) is satisfied by Due to set herein virtual costume fitting model take up an official post meaning point (x, y, z) be in limited maximum distortion deformation region, So as to can ensure that each particle is built in the deformation deformation region for limiting on virtual costume fitting model;
Step 7, fitting person is input into the fitting background image title to be worn of the try-on garment by central processing unit, and Corresponding fitting background image is generated by fitting Background generation device, the generation of background image of fitting can help fitting person in void Intend under fitting environment, understand oneself effect under the fitting background during try-on garment;Examination of the touching display screen to being generated Clothing background image carries out depth pretreatment, and the selected fitting background image of fitting person is shown with high-resolution;Wherein, it is touch aobvious Display screen is to the process that the fitting background image for being generated carries out depth pretreatment:
By the edge some pixels of expansionism in the horizontal direction of background image of fitting, to cause fitting background image surface On depth value reach unanimously, and then avoid causing the geometric distortion of fitting background image, so as to embody fitting person in fitting More life-like fitting effects in the case of background image;Wherein, the edge expansionism in the horizontal direction of fitting background image Expansion model be:
Wherein, d (x, y) represents ash of the pixel at coordinate (x, y) place on fitting background image before edge expansionism Degree level, d'(x, y) gray level of the pixel at denotation coordination (x, y) place after edge expansionism, dir (x, y) represents fitting The direction of coordinate (x, y) expansionism on background image;1 represent expand to the right in the horizontal direction, -1 represent in the horizontal direction to Any expansion is not done in left expansion, 0 expression in the horizontal direction;K represents the pixel of coordinate (x, y) expansionism on fitting background image Individual numerical value;Th is touching display screen pin The predetermined threshold value constant pre-processed to background image of being fitted selected by fitting person.
Step 8, fitting person is being satisfied with virtual costume fitting model with the actual dynamic model of human body in selected fitting background Under image try situation on after, the satisfied instruction of fitting person input fitting to central processing unit, by central processing unit order clothes mould Shape parameter database transfers the current clothes parameter feedback fitted corresponding to satisfied instruction to fitting person, so that fitting person is according to anti- The clothes parameter acquiring of feedback is corresponding to be satisfied with clothes.
In order to meet the need for fitting person tries accessories on, with improvement, the three-dimensional dressing system in the present embodiment also includes wearing Wear accessories maker, also include in step 7, fitting person pass through central processing unit be input into need collocation wearing accessories, with by Wearing accessories anger device generation fitting required for wearing accessories, and according to fitting person the need for, the wearing accessories of generation are taken It is fitted on the actual dynamic model of human body and/or virtual costume fitting model;Touch display of the fitting person in three-dimensional dressing system The fitting hair style of suitable personal like is selected on screen.
In order to further meet the actual demand of fitting person, further, also include after step 8, solid fitting system The central processing unit of system sets up each clothes satisfaction data list, and records the satisfaction of the feedback of the fitting person corresponding to each clothes and refer to Number is made, to form the clothes satisfaction Trends Sheet referred to for garment marketing person;By central processing unit order touching display screen Record situation when the actual dynamic model of human body corresponding to fitting person is moved to be recorded, to be formed for the virtual of fitting person viewing Fitting process video data;Step 9, after the satisfied instruction of fitting person input fitting is to the central processing unit of three-dimensional dressing system, stands Whether the touching display screen display inquiry fitting person of body dressing system obtains prompting frame and the fitting of clothes effect model The actual dynamic model of each human body corresponding to person, and after fitting person selection obtains the instruction of clothes effect model, by touch Display screen display payment is prompted to fitting person;Step 10, three-dimensional dressing system prestores embedding close image in banking system Key is extracted, it is touch in fitting person after being input into bank's card number and corresponding payment cipher on touching display screen The fitting person face-image that display screen continuously acquires the fitting person preset number treats embedding close original graph as this delivery operation Picture, using the fitting person face-image with unique biological characteristic as preliminary safe encryption measures, and the bag to being received Including the payment information of bank's card number and payment cipher is carried out based on the embedding close Hybrid Encryption of image, to obtain embedding close image, and by The payment information that touching display screen will be embedded in embedding close image is safely supplied to corresponding banking system to be decrypted;Step Rapid 11, the embedding close image zooming-out key that banking system prestores according to three-dimensional dressing system extracts embedding close fitting person face figure Payment information as in, banking system judges the payment information that extracted payment information prestores with fitting person in the banking system When consistent, banking system completes withholing and banking system to fitting person bank account according to the embedding close image zooming-out key that prestores Transfer accounts to three-dimensional dressing system account.Certainly, can also have on the touching display screen of three-dimensional dressing system can be to human body The hair modification button that the hair color and hair style of actual dynamic model are modified.
In addition, step 11 after also include, three-dimensional dressing system confirm receive fitting person payment after, 3D printer The order printing fitting person actual dynamic model of selected human body according to central processing unit, it is right to print fitting person dress institute 3D models during try-on garment are answered, and is supplied to the actual body-sensing characteristic parameter of the fitting person by the three-dimensional dressing system Fitting person, exports the actual body-sensing characteristic parameter of oneself to three-dimensional dressing system during facilitating fitting person to fit again.Enter one Step ground, the actual dynamic model of human body of the fitting person according to touching display screen makes activity, and touching display screen is being known Other fitting person make activity after, by central processing unit order manikin parameter database to should fitting person human body reality Border dynamic model carries out same activity, to realize the timed delivery of fitting person and the actual dynamic model of human body in touching display screen Mutually;The speed adjustment control for the fitting person adjustment actual dynamic model moving speed speed of human body is provided with touching display screen And for the model anglec of rotation adjustment control of the fitting person control actual dynamic model of human body.

Claims (3)

1. the three-dimensional fitting method based on body-sensing characteristic parameter extraction, scans for the Kinect cameras by movable type, RFID Device, at least one clothes with RFID label tag, dress form parameter database, manikin parameter database, center treatment The three-dimensional dressing system that device, touching display screen and fitting Background generation device are formed, it is characterised in that comprise the following steps 1 To step 8:
Step 1, the RFID label tag on each clothes is scanned by RFID scanner, obtains the clothes parameter corresponding to each clothes, and The clothes parameter of acquisition is saved in dress form parameter database, is then generated and is obtained by dress form parameter database Take the corresponding original dress form of clothes parameter;Clothes parameter at least includes that clothes quality, clothes neckline size, clothes are loose Degree, clothes length and clothes sleeve length, clothes quality characterize the density of clothing cloth;Wherein, dress form parameter database life Process into the original dress form comprises the following steps 1-1 to step 1-3:
Step 1-1, setting the original dress form to be generated on two original particle respectively i and j, obtain two it is original The distance between particle i and j are lijThe coordinate of original particle i is (xi, yi,zi), the coordinate of original particle j is (xj,yj,zj);
Step 1-2, the compensation index x constant corresponding to clothes quality and clothes quality according to corresponding to clothes, by clothes mould Shape parameter database presets the space displacement index of each particle coordinate when original dress form is modeled;Space displacement index is marked It is △, wherein:
The space displacement index of each particle coordinate on original dress formλ is and the benefit corresponding to clothes quality Repay index x constant;
Step 1-3, the space displacement index of each particle coordinate when being modeled according to the original dress form of gained, obtains built original New coordinate after two particles of correspondence change through space displacement on dress form, so as to obtain the original clothes of acquired clothes parameter Die-filling type;Wherein:
Particle difference correspondence markings after original particle i and original particle j changes through space displacement are i' and j';The seat of particle i' It is designated as (xi',yi',zi'), the coordinate of particle j' is (xj',yj',zj');The distance between particle i' and j' are l 'ij;Wherein:
xi'=xi+ △, yj'=yj+△;zj'=zj+△;△ is step 1- Space displacement index corresponding in 2;
Step 2, prestores human body initial model in three-dimensional dressing system, and by three-dimensional dressing system according to outside input The body-sensing characteristic parameter of human body, human body original dynamic model of the generation for different body-sensing characteristic parameters;Body-sensing characteristic parameter is extremely Height parameter, shoulder breadth parameter, bust parameter, waistline parameter, hip circumference parameter, brachium parameter, leg parameter long, leg thickness are included less Degree parameter, pin parameter long, pin parameter wide and neck fineness degree parameter;Wherein, the generating process of the original dynamic model of human body is at least Comprise the following steps 2-1 to step 2-5:
Step 2-1, each length is original in the body-sensing characteristic parameter of the human body initial model that three-dimensional dressing system extraction is prestored Supplemental characteristic;Wherein, the human body initial model that three-dimensional dressing system is prestored is labeled as C0, length raw process parameter data is at least Including height parameter, shoulder breadth parameter, bust parameter, waistline parameter, hip circumference parameter, brachium parameter, leg parameter long, leg fineness degree ginseng Number, pin parameter long, pin parameter wide and neck fineness degree parameter;
Step 2-2, initializes to each length raw process parameter data in the body-sensing characteristic parameter of the human body initial model, To obtain corresponding to the length raw process parameter data value after initialization in human body initial model;Wherein, it is initial in human body initial model The length raw process parameter data collection of change is combined into S0=height parameter, and shoulder breadth parameter, bust parameter, waistline parameter, hip circumference parameter, Brachium parameter, leg parameter long, leg fineness degree parameter, pin parameter long, pin parameter wide, neck fineness degree parameter };N=1,2 ..., 11;Length raw process parameter data value after being initialized in setting human body initial model is labeled as Lxn, xnRepresent human body initial model In it is initialized after n-th length initial parameter;
Step 2-3, the body-sensing characteristic parameter of the human body according to received outside input extracts the length data for human body, and Screening obtains the length parameter data corresponding with step 2-1;Wherein, set the length parameter data markers that obtain of screening as L'yn, ynRepresent and xnCorresponding human body length parameter data name;
Step 2-4, the length raw process parameter data value L in step 2-2xnAnd the corresponding length parameter data of outside input Value L'yn, obtain building matching round-off error parameter corresponding with each length parameter data respectively during the original dynamic model of human body Value;Wherein, it is labeled as with n-th corresponding matching round-off error parameter value of length parameter data in the original dynamic model of human body ωn
&omega; n = 1 2 &CenterDot; ( &Pi; k = 1 11 L &prime; y k &Pi; k = 1 11 L x k + &Sigma; k = 1 11 L &prime; y k &Sigma; k = 1 11 L x k ) &CenterDot; L &prime; y n L x n ; n = 1 , 2 , ... , 11 ;
Step 2-5, round-off error parameter value ω is matched according to gainednAnd the original ginseng of length initialized in human body initial model Number data value Lxn, human body original dynamic model of the generation for different body-sensing characteristic parameters;Wherein, constructed human body is original dynamic Corresponding each length parameter is labeled as L in states modelyn
Lyn=Lxnn;N=1,2 ..., 11;
Step 3, fitting Background generation device is previously generated former for the fitting of different fitting environment according to the order of central processing unit Beginning background database;After fitting person carrying wants try-on garment to enter three-dimensional fitting area, being tried in scanning by RFID scanner should After the RFID label tag on clothes is worn to obtain each clothes parameter corresponding to the try-on garment, this is tried on clothes by RFID scanner Fill corresponding clothes parameter and be sent to central processing unit;At least moved by around fitting person by portable Kinect cameras The mode of one border gathers the actual body-sensing characteristic parameter of fitting person and the real face image of the fitting person, and will obtain The actual body-sensing characteristic parameter of fitting person and real face image are sent to manikin parameter database;
Step 4, actual body-sensing characteristic parameter and real life facial of the manikin parameter database according to the fitting person for being stored Image, generation the matching fitting person and the actual dynamic model of the human body with the fitting person real face image;
Dress form parameter database transfers corresponding original dress form according to the corresponding clothes parameter of wanted try-on garment;
Original dress form is made micro-adjustment by dress form parameter database according to the fitting order of center treatment, is virtually taken Dress fitting model;
Wherein, dress form parameter database micro-adjustment clothes fitting model is included with obtaining the process of virtual costume fitting model Following steps 4-1 to step 4-5:
Step 4-1, central processing unit sets the default shape control parameter P of original dress formclothes, by center treatment basis The body-sensing characteristic parameter P of fitting personuserOriginal dress form largest deformation index S in the horizontal direction is setmaxAnd minimum shape Become index Smin;Wherein, the default shape control parameter of original dress form correspond clothes neckline size in step 1, Garment width, clothes length and clothes sleeve length;Default shape control parameter PclothesWith the body-sensing characteristic parameter P of fitting personuserOne One correspondence;
Step 4-2, default shape control parameter P of the central processing unit according to original dress formclothes, fitting person body-sensing it is special Levy parameter Puser, original dress form largest deformation index S in the horizontal directionmaxAnd minimum deformation index Smin, calculate Self adaptation to clothes parameter of the original dress form of correspondence in fitting is fitted deformation ratio R, and by central processing unit by institute The self adaptation fitting deformation ratio R for obtaining clothes parameter is sent to the treatment of dress form parameter database:
Work as Puser≥PclothesWhen, the self adaptation fitting deformation ratio R of clothes parameter when the original dress form is fitted is adjusted to
Work as Puser<PclothesWhen, the self adaptation fitting deformation ratio R of clothes parameter when the original dress form is fitted is adjusted to
Step 4-3, dress form parameter database according to the self adaptation of clothes parameter fit deformation ratio R, to the original clothes The corresponding each original clothes parameter of model carries out adjustment in proportion according to self adaptation fitting deformation ratio R, to be met The micro-adjustment clothes fitting model of human comfort;
Step 4-4, the default wind-force index of dress form parameter database, and the clothes corresponding to model of being fitted according to micro-adjustment clothes The self adaptation fitting deformation ratio R of dress Textural parameters and clothes parameter, obtains the void of each particle on micro-adjustment clothes fitting model Plan tries space displacement index on;Wherein, micro-adjustment clothes fitting model take up an official post a particle x virtually trying bit space move index note It is ζ (x):
&zeta; ( x ) = &rho; ( x ) &CenterDot; S C &CenterDot; g + f w x &CenterDot; c o s &theta; R &CenterDot; &Psi; &CenterDot; c o s &alpha; ; f w x = k w &CenterDot; ( v w - v x ) ;
C is micro-adjustment clothes fitting model, and ρ (x) is the density at any particle x, ρ (x) tables in micro-adjustment clothes fitting MODEL C Levy corresponding clothes Textural parameters, SCIt is the whole surface area of micro-adjustment clothes fitting MODEL C, g is geographical residing for fitting person The acceleration of gravity of position, fwxWind-force suffered by particle x in micro-adjustment clothes fitting MODEL C, θ is wind-force direction and gravity Angle between acceleration direction;kwIt is default wind-force index x constant, vwIt is wind speed size, vxIt is micro-adjustment clothes fitting MODEL C The speed of upper particle x, Ψ represents the bondability index of clothing cloth degree of adhesion corresponding to micro-adjustment clothes fitting MODEL C, and α is fine setting The deviation angle of whole clothes fitting MODEL C offset its home position axis when trying on, R is the adaptive of gained clothes parameter Should be fitted deformation ratio;
Step 4-5, dress form parameter database is empty according to the virtually trying of each particle on gained micro-adjustment clothes fitting model Between displacement index, default virtually trying space displacement threshold value constant, default human body-clothes distance values constant judged, To generate virtual costume fitting model during virtually trying;Wherein, default virtually trying space displacement threshold value constant is labeled as ζ0, default human body-clothes distance values constant is labeled as D0, virtual costume fitting model phenotypic marker is C';
Work as ζ0≤ζ(x)≤D0When, then the particle x in micro-adjustment clothes fitting MODEL C is moved at x', to obtain virtually trying When virtual costume fitting model;As ζ (x)<ζ0Or ζ (x)>D0When, the particle x in micro-adjustment clothes fitting MODEL C refuses to move It is dynamic, to continue original micro-adjustment clothes fitting model as virtual costume fitting model during virtually trying;Wherein:
Physical locations of the x' for the particle x in micro-adjustment clothes fitting MODEL C in virtually trying, x'=ζ2(x)gR;G is fitting The acceleration of gravity in geographical position residing for person, R is the self adaptation fitting deformation ratio of clothes parameter;Virtual costume fitting model C' Formed after being moved by the particle x in micro-adjustment clothes fitting MODEL C;
Step 5, the dress form parameter database in three-dimensional dressing system is according to the actual dynamic model of human body and virtual costume Fitting model, virtual costume fitting model is adaptively nested with the corresponding actual dynamic model of human body;Wherein, clothes mould Virtual costume fitting model is adaptively nested with the corresponding actual dynamic model process of human body by shape parameter database to be included such as Lower step 5-1 to step 5-5:
Step 5-1, dress form parameter database carries out burst to virtual costume fitting model, to obtain M independent cloth Subregion;Wherein, r-th cloth Labelling Regions is Cr;r≤M;
Step 5-2, dress form parameter database carries out burst to the actual dynamic model of human body, with obtain M it is independent and with The one-to-one manikin subregion of cloth subregion, to form M to cloth-manikin subregion;Wherein, r-th manikin Labelling Regions are Br;Manikin subregion BrWith cloth subregion CrCorrespond;r≤M;
Step 5-3, in M in cloth-manikin subregion, dress form parameter database calculate successively cloth subregion with it is corresponding Manikin subregion between vertical range;Wherein, r-th cloth subregion CrWith r-th manikin subregion BrBetween hang down Straight distance is designated as Hr, r≤M;
Step 5-4, dress form parameter database according to the vertical range between each cloth subregion of gained and manikin subregion, The optimal laminating distance between cloth subregion and corresponding manikin subregion is acquired, and distance of most preferably being fitted with gained is made The gap width reserved on the actual dynamic model of human body is put by virtual costume fitting model jacket;Wherein, cloth subregion with it is corresponding Manikin subregion between optimal laminating distance be labeled as hopt
h o p t = H r . D 0 &zeta; 0 . R ; r &le; M ;
HrRepresent the vertical range between r-th cloth subregion and r-th manikin subregion, D0For between default human body-clothes Away from value constant, ζ0It is default virtually trying space displacement threshold value constant, R is the self adaptation fitting deformation ratio of clothes parameter;
Step 5-5, dress form parameter database is according to step 5-4 gained virtual costume fitting models and the actual dynamic analog of human body The gap width constant that type is reserved, virtual costume fitting model jacket is put on the corresponding actual dynamic model of human body;
Step 6, the clothes parameter setting that the touching display screen of three-dimensional dressing system is fitted corresponding to model according to virtual costume The maximum distortion deformation region and virtual costume fitting model deformed during virtual costume fitting model display are in deformation When rate of deformation, and then the virtual costume fitting model is shown in the maximum distortion deformation region for being limited by display screen Type;Wherein, the acquisition process of the maximum distortion deformation region includes step 6-1 to step 6-3:
Step 6-1, the touching display screen of three-dimensional dressing system is according in virtual costume fitting model correspondence clothes parameter Shoulder breadth parameter and waistline parameter, build new 3 D stereo coordinate system;
Step 6-2, shoulder breadth parameter in clothes parameter of the touching display screen of three-dimensional dressing system, waistline parameter and institute The 3 D stereo coordinate system of structure, obtains the left point A coordinates (x of shoulder breadthShoulder-L,yShoulder-L,zShoulder-L), the right point A' of shoulder breadth Coordinate (xShoulder-R,yShoulder-R,zShoulder-R), the left point B coordinates (x of waistlineWaist-L,yWaist-L,zWaist-L) and the waistline right side Point B' coordinates (xWaist-R,yWaist-R,zWaist-R);
Step 6-3, the touching display screen of three-dimensional dressing system is according to the left point coordinates of gained shoulder breadth, the right point coordinates of shoulder breadth, waistline Left point coordinates and the right point coordinates of waistline, are calculated the maximum distortion deformation region of restriction;Wherein, the maximum distortion shape of restriction It is Region to become zone markermax
Region max _ x = ( x W a i s t - L - x W a i s t - R ) + ( x W a i s t - R - x S h o u l d e r - L + 1 2 ) + ( x W a i s t - L - x S h o u l d e r - R + 1 2 ) | x W a i s t - L - x W a i s t - R + 1 | - 1 Region max _ y = ( y W a i s t - L - y W a i s t - R ) + ( y W a i s t - R - y S h o u l d e r - L + 1 2 ) + ( y W a i s t - L - y S h o u l d e r - R + 1 2 ) | y W a i s t - L - y W a i s t - R + 1 | - 1 Region max _ z = ( z W a i s t - L - z W a i s t - R ) + ( z W a i s t - R - z S h o u l d e r - L + 1 2 ) + ( z W a i s t - L - z S h o u l d e r - R + 1 2 ) | z W a i s t - L - z W a i s t - R + 1 | - 1 ;
The region that the virtual costume fitting model is taken up an official post at meaning point (x, y, z) is satisfied by
Step 7, fitting person is input into the fitting background image title to be worn of the try-on garment by central processing unit, and by trying Clothing Background generation device generates corresponding fitting background image;Touching display screen carries out depth to the fitting background image for being generated Pretreatment, the selected fitting background image of fitting person is shown with high-resolution;Wherein, fitting of the touching display screen to being generated The process that background image carries out depth pretreatment is:
By the edge some pixels of expansionism in the horizontal direction of the fitting background image, to cause fitting background image surface On depth value reach unanimously, and then avoid causing the geometric distortion of fitting background image;Wherein, the edge of fitting background image The expansion model of expansionism is in the horizontal direction:
d &prime; ( x + d i r ( x , y ) * h , y ) = { d ( x , y ) d i r ( x , y ) = - 1 h = 0 , 1 , ... , K d ( x + 1 , y ) d i r ( x , y ) = 1 h = 0 , 1 , ... , K - 1 ;
Wherein, d (x, y) represents gray level of the pixel at coordinate (x, y) place on fitting background image before edge expansionism, D'(x, y) gray level of the pixel at denotation coordination (x, y) place after edge expansionism, dir (x, y) represents fitting Background As the direction of upper coordinate (x, y) expansionism;1 representative is expanded to the right in the horizontal direction, and -1 representative is expanded to the left in the horizontal direction, Any expansion is not done in 0 expression in the horizontal direction;K represents the number of pixels value of coordinate (x, y) expansionism on fitting background image;
Th is directed to for touching display screen The predetermined threshold value constant that the selected fitting background image of fitting person is pre-processed;
Step 8, fitting person is being satisfied with virtual costume fitting model with the actual dynamic model of human body in selected fitting background image Under try situation on after, the satisfied instruction of fitting person input fitting is joined to central processing unit by central processing unit order dress form Number database transfers the current clothes parameter feedback fitted corresponding to satisfied instruction to fitting person, so that fitting person is according to feedback Clothes parameter acquiring is corresponding to be satisfied with clothes.
2. the three-dimensional fitting method based on body-sensing characteristic parameter extraction according to claim 1, it is characterised in that in step Also include after 8:
Step 9, after the satisfied instruction of fitting person input fitting is to the central processing unit of three-dimensional dressing system, three-dimensional dressing system is touched Touch the display of formula display screen and inquire whether fitting person obtains each one corresponding to the prompting frame and the fitting person of clothes effect model The actual dynamic model of body, and after fitting person selection obtains the instruction of clothes effect model, shown by touching display screen and paid Fund is prompted to fitting person;
Step 10, three-dimensional dressing system prestores embedding close image zooming-out key in banking system, in fitting person by touch After being input into bank's card number and corresponding payment cipher on display screen, touching display screen continuously acquires the fitting person preset number Fitting person face-image treat embedding close original image as this delivery operation, with the fitting person with unique biological characteristic Face-image is used as preliminary safe encryption measures, and the payment information including bank's card number and payment cipher to being received enters Row is based on the embedding close Hybrid Encryption of image, to obtain embedding close image, and will be embedded in embedding close image by touching display screen Payment information is safely supplied to corresponding banking system to be decrypted;
Step 11, the embedding close image zooming-out key that banking system prestores according to three-dimensional dressing system, extracts embedding close fitting person Payment information in face-image, banking system judges the branch that extracted payment information prestores with fitting person in the banking system When the information of paying is consistent, banking system completes withholing and silver to fitting person bank account according to the embedding close image zooming-out key that prestores Row system is transferred accounts to three-dimensional dressing system account.
3. the three-dimensional fitting method based on body-sensing characteristic parameter extraction according to claim 2, it is characterised in that step 11 Also include afterwards:Three-dimensional dressing system confirm receive fitting person payment after, life of the 3D printer according to central processing unit The order printing fitting person actual dynamic model of selected human body, to print 3D moulds during try-on garment corresponding to fitting person dress Type, and the actual body-sensing characteristic parameter of the fitting person is supplied to fitting person by the three-dimensional dressing system, to facilitate fitting The actual body-sensing characteristic parameter of oneself is exported to three-dimensional dressing system when person fits again.
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Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107392957A (en) * 2017-07-19 2017-11-24 杭州中赛实业有限公司 A kind of children's garment fitting method and its children's garment based on body-sensing technology
CN107705279A (en) * 2017-09-22 2018-02-16 北京奇虎科技有限公司 Realize the view data real-time processing method and device, computing device of double exposure
CN108389213A (en) * 2018-01-24 2018-08-10 上海工程技术大学 A kind of adhesion girth meaurement method based on section point cloud
CN108830783A (en) * 2018-05-31 2018-11-16 北京市商汤科技开发有限公司 A kind of image processing method, device and computer storage medium
CN109064260A (en) * 2018-07-11 2018-12-21 北京知足科技有限公司 A kind of shoe style data capture method and device
CN109934613A (en) * 2019-01-16 2019-06-25 中德(珠海)人工智能研究院有限公司 A kind of virtual costume system for trying
CN110675214A (en) * 2019-08-27 2020-01-10 杭州海飘科技有限公司 Virtual fitting somatosensory simulation method and system
CN111353844A (en) * 2018-12-24 2020-06-30 上海时元互联网科技有限公司 Comfort evaluation method and system for virtual fitting, storage medium and terminal
WO2021043204A1 (en) * 2019-09-03 2021-03-11 程立苇 Data processing method and apparatus, computer device and computer-readable storage medium
CN112488779A (en) * 2019-09-12 2021-03-12 爱唯秀股份有限公司 Three-dimensional fitting method
CN116503569A (en) * 2023-06-29 2023-07-28 深圳市镭神智能系统有限公司 Virtual fitting method and system, computer readable storage medium and electronic device

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101582143A (en) * 2008-05-16 2009-11-18 杨政宪 Terminal try-on simulation system and method for generating try-on image
CN104156746A (en) * 2014-08-13 2014-11-19 西华大学 Monopoly experience store management system based on RFID garment labels, and monopoly experience store management method based on RFID garment labels
US9261526B2 (en) * 2010-08-26 2016-02-16 Blast Motion Inc. Fitting system for sporting equipment
CN106339929A (en) * 2016-08-31 2017-01-18 潘剑锋 3D fitting system
CN106407605A (en) * 2016-11-01 2017-02-15 南京大学 Particle computer dynamic simulation method for 3D garment

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101582143A (en) * 2008-05-16 2009-11-18 杨政宪 Terminal try-on simulation system and method for generating try-on image
US9261526B2 (en) * 2010-08-26 2016-02-16 Blast Motion Inc. Fitting system for sporting equipment
CN104156746A (en) * 2014-08-13 2014-11-19 西华大学 Monopoly experience store management system based on RFID garment labels, and monopoly experience store management method based on RFID garment labels
CN106339929A (en) * 2016-08-31 2017-01-18 潘剑锋 3D fitting system
CN106407605A (en) * 2016-11-01 2017-02-15 南京大学 Particle computer dynamic simulation method for 3D garment

Cited By (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107392957B (en) * 2017-07-19 2021-06-08 杭州中赛实业有限公司 Children dress fitting method based on somatosensory technology and children dress thereof
CN107392957A (en) * 2017-07-19 2017-11-24 杭州中赛实业有限公司 A kind of children's garment fitting method and its children's garment based on body-sensing technology
CN107705279A (en) * 2017-09-22 2018-02-16 北京奇虎科技有限公司 Realize the view data real-time processing method and device, computing device of double exposure
CN108389213A (en) * 2018-01-24 2018-08-10 上海工程技术大学 A kind of adhesion girth meaurement method based on section point cloud
CN108389213B (en) * 2018-01-24 2021-06-11 上海工程技术大学 Adhesion circumference measuring method based on tangent plane point cloud
CN108830783A (en) * 2018-05-31 2018-11-16 北京市商汤科技开发有限公司 A kind of image processing method, device and computer storage medium
US11288796B2 (en) 2018-05-31 2022-03-29 Beijing Sensetime Technology Development Co., Ltd. Image processing method, terminal device, and computer storage medium
CN109064260A (en) * 2018-07-11 2018-12-21 北京知足科技有限公司 A kind of shoe style data capture method and device
CN111353844A (en) * 2018-12-24 2020-06-30 上海时元互联网科技有限公司 Comfort evaluation method and system for virtual fitting, storage medium and terminal
CN109934613A (en) * 2019-01-16 2019-06-25 中德(珠海)人工智能研究院有限公司 A kind of virtual costume system for trying
CN110675214A (en) * 2019-08-27 2020-01-10 杭州海飘科技有限公司 Virtual fitting somatosensory simulation method and system
WO2021043204A1 (en) * 2019-09-03 2021-03-11 程立苇 Data processing method and apparatus, computer device and computer-readable storage medium
US11849790B2 (en) 2019-09-03 2023-12-26 Liwei Cheng Apparel fitting simulation based upon a captured two-dimensional human body posture image
CN112488779A (en) * 2019-09-12 2021-03-12 爱唯秀股份有限公司 Three-dimensional fitting method
CN116503569A (en) * 2023-06-29 2023-07-28 深圳市镭神智能系统有限公司 Virtual fitting method and system, computer readable storage medium and electronic device
CN116503569B (en) * 2023-06-29 2023-09-22 深圳市镭神智能系统有限公司 Virtual fitting method and system, computer readable storage medium and electronic device

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