CN113205389B - Business system for clothing recommendation - Google Patents
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- CN113205389B CN113205389B CN202110521755.6A CN202110521755A CN113205389B CN 113205389 B CN113205389 B CN 113205389B CN 202110521755 A CN202110521755 A CN 202110521755A CN 113205389 B CN113205389 B CN 113205389B
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- G06Q—INFORMATION 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
- G06Q30/00—Commerce
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
- G06Q30/0631—Item recommendations
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0639—Performance analysis of employees; Performance analysis of enterprise or organisation operations
- G06Q10/06395—Quality analysis or management
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q30/00—Commerce
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
- G06Q30/0603—Catalogue ordering
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q30/00—Commerce
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
- G06Q30/0621—Item configuration or customization
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
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- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
- Y02P90/30—Computing systems specially adapted for manufacturing
Abstract
The invention provides a business system for clothing recommendation, which comprises: the clothing providing end is used for establishing a clothing database based on the clothing of the brand storefront and updating in real time; the clothing recommendation terminal is used for acquiring basic information of a user and performing exclusive clothing matching recommendation for the user from the clothing database according to the basic information to obtain a clothing matching scheme; the user selection end is used for extracting the clothes in the clothes matching scheme from the clothes database for the user to select so as to obtain selected clothes; the user payment terminal is used for providing a payment order for the user and paying based on the selected clothing; by carrying out exclusive matching recommendation on clothes for the user, the method provides proper clothes for the user, improves the shopping satisfaction degree of the user, further improves the purchase desire of the user, improves the sales volume of a brand storefront, and simultaneously meets the requirements of the user and the brand storefront.
Description
Technical Field
The invention relates to the field of clothing recommendation, in particular to a business system for clothing recommendation.
Background
The clothes sale in the market at present is a flow of customers 'entering store, selecting, fitting, comparing and settling' and is called a 'traditional mode' here, and the traditional mode also includes online shopping 'entering store, selecting, comparing and settling'. Although online shopping is a relatively emerging product compared to shopping in shopping malls, these two traditional modes have the greatest disadvantage that many customers do not know what kind of clothes fits themselves: the model is beautiful when being worn, and the effect of buying home is poor; or no choice at all in dazzling shopping malls; still others do not have time to stroll shopping malls, school collocations and fashion. However, these people have a strong demand for making their clothes beautiful and fit.
The customers are reluctant to buy proper clothes, and the customers dare not to worry about the consumption, so that the sales of the customers are influenced by the merchants. For the physical stores, see the real objects, touch the materials and try on the upper part of the body, the 'visible and touch' is an adding item, but see the current stores, the sales is reduced by a little than before.
There is a need for a new method to address the pain spots that both parties have, and to meet the needs of both parties.
Disclosure of Invention
The invention provides a business system for clothing recommendation, which provides proper clothing for a user and provides shopping satisfaction of the user by carrying out clothing exclusive matching recommendation on the user, thereby improving the purchasing desire of the user, improving the sales volume of a brand storefront and meeting the requirements of the user and the brand storefront.
The invention provides a business system for clothing recommendation, comprising:
the clothing providing end is used for establishing a clothing database based on the clothing of the brand storefront and updating in real time;
the clothing recommending end is used for acquiring basic information of a user and carrying out clothing exclusive matching recommendation for the user from the clothing database according to the basic information to obtain a clothing matching scheme;
the user selection end is used for extracting the clothes in the clothes matching scheme from the clothes database for the user to select so as to obtain selected clothes;
and the user payment terminal is used for providing a payment order for the user and paying based on the selected clothing.
In one possible way of realisation,
the garment providing end includes:
the first establishing module is used for associating the clothing information of the brand storefront with the clothing information of the same clothing, establishing clothing data according to an association result, inputting the clothing data and establishing a clothing database;
the display module is used for extracting clothing data corresponding to the recommended clothing of the clothing recommending end and displaying the clothing data to a user;
and the updating module is used for acquiring the clothing data corresponding to the selected clothing of the user selection end, updating the clothing data corresponding to the selected clothing and updating the clothing database.
In one possible way of realisation,
the clothing recommending end is further used for borrowing clothing spot goods to the clothing providing end based on the recommended clothing for the user to try on and establishing a clothing borrowing table;
the clothing recommending end is also used for establishing a clothing sales table according to the selected clothing of the user selecting end;
and the clothing recommending end is also used for returning the rest recommended clothing to the clothing providing end and establishing a clothing returning table.
In one possible way of realisation,
the clothing recommending end comprises:
the acquisition module is used for acquiring basic information and clothing requirements of the user based on the login data of the user;
the determining module is used for establishing a human body model according to the basic information of the user and determining the clothing size of the user;
the selection module is used for selecting the clothes to be selected which meet the clothes size of the user from the clothes database;
and the recommending module is used for selecting and matching clothes from the clothes to be selected by a clothes recommender according to the clothes requirement of the user to obtain a clothes matching scheme.
In one possible way of realisation of the invention,
the user payment end comprises:
the generating module is used for generating a payment request based on the selected clothing and setting a time tag for the payment list;
a payment module for receiving the payment request and judging whether the time tag is less than a preset time tag or not,
if yes, the user completes payment based on the payment request;
otherwise, determining that the payment request is invalid.
In one possible way of realisation,
the clothing recommending terminal is also used for establishing a user database based on the login information and clothing requirements of the user and periodically sending clothing matching recommendation to the user based on the user database, and comprises the following steps:
the second establishing module is used for analyzing the login information of the user, acquiring a first attribute value of the user, determining an identity parameter of the user based on the first attribute value, analyzing the clothing requirement of the user, acquiring a second attribute value of the user, determining a clothing parameter of the user based on the second attribute value, associating the identity parameter with the clothing parameter, and establishing a user database;
the selecting module is used for extracting clothing parameters of the user from the user database, classifying the clothing parameters to obtain a plurality of clothing requirements, retrieving clothing in a brand shop to obtain first clothing meeting the clothing requirements, and obtaining an image of the first clothing;
the extraction module is used for extracting the features of the image of the first garment to obtain garment features, determining the detail attribute and the style attribute of the first garment based on the garment features, and performing visual analysis on the image of the first garment to obtain the color attribute of the first garment;
the grading module is used for grading the first garment based on the detail attribute, the style attribute and the color attribute and selecting the garment with the grade meeting the requirement of a preset grade as a second garment;
the extraction module is further used for acquiring a human body image of the user from the identity parameters of the user and extracting the features of the human body image to obtain the human body features of the user;
the matching module is used for inputting the clothing characteristics of the second clothing and the human body characteristics of the user into a preset user-clothing matching model to obtain the matching degree of the second clothing and the user, and selecting a third clothing with the matching degree larger than a preset matching requirement;
and the pushing module is used for determining a login account of the user according to the correlation information of the identity parameters and the clothing parameters of the user and pushing the third clothing to the login account.
In one possible way of realisation of the invention,
the determining module includes:
the model establishing unit is used for extracting a human body image of the user from the basic information of the user, scanning the human body image, determining human body characteristic points and position coordinates of the human body characteristic points, and establishing a human body model based on the position coordinates of the human body characteristic points and in combination with human body characteristic information;
a first obtaining unit, configured to input the human body model into a size analysis model, and obtain a first size of the user;
the second acquisition unit is used for acquiring an online shopping record of a user, acquiring the size of the purchased clothes of the user based on the online shopping record, dividing the size of the purchased clothes into a plurality of groups of size data according to human body parts, respectively carrying out cluster analysis on the plurality of groups of size data, dividing the size data into different intervals, selecting the interval containing the most size data as a target interval, and taking the average value of the target interval as the second size of the user;
the correction unit is used for establishing a difference sequence of the first size and the second size, extracting a difference value which is not in a preset difference value range in the difference sequence, and acquiring first size data and second size data of the first size and the second size corresponding to the difference value;
acquiring third size data related to the first size data from the first size, and fitting the first size data and the third size data to obtain a corrected weight;
and correcting the second size data based on the corrected weight to obtain fourth size data, and replacing the second size data in the second size with the fourth size data to obtain the clothing size of the user.
In one possible way of realisation of the invention,
after obtaining the clothing matching scheme, the method further includes an adjusting module, configured to adjust the clothing matching scheme, where the adjusting module includes:
the analyzing unit is used for inputting each set of clothing collocation in the clothing collocation scheme into a color detection model and determining the color harmony value of each set of clothing collocation;
the first calculation unit is used for calculating a collocation reasonable value of the clothing collocation scheme according to the following formula based on the color harmony value;
wherein, the first and the second end of the pipe are connected with each other,
represents a matching reasonable value of the clothing matching scheme, and/or is based on the matching reasonable value>
Represents a price average value of each set of clothing matching in the clothing matching scheme, and represents the price average value of each set of clothing matching in the clothing matching scheme>
Represents a preset package price, based on the user's profile>
The number of the matched clothes scheme is shown, device for selecting or keeping>
The value of the color harmony value of the jth set of clothing in the clothing matching scheme is [0.5]，/>
The matching value of the j set of clothing and the style of the user in the clothing matching scheme is represented as [0.4,0.8]；
The judging unit is used for judging whether the matching reasonable value of the user to the clothing matching scheme is larger than a preset reasonable value;
if so, indicating that the clothing matching scheme is reasonable in matching, and determining the satisfaction value of the user on the clothing matching scheme;
otherwise, carrying out exclusive matching recommendation for the user again to obtain a new clothes matching scheme;
the dividing unit is used for acquiring the clothing brand of the clothing in the clothing matching scheme, dividing the quality of the clothing in the clothing matching scheme according to a preset clothing brand grade table, acquiring the quality grade of the clothing, establishing the preference of a user to the clothing brand according to the historical purchase record of the user, dividing the preference of the clothing in the clothing matching scheme based on the preference, and acquiring the preference grade of the clothing;
the second calculating unit is used for determining the satisfaction value of the user to the clothing matching scheme according to the clothing price and the clothing grade of the clothing matching scheme:
wherein the content of the first and second substances,
a value representing the user's satisfaction with the garment collocation regimen>
Representing the number of all garments in the garment fit arrangement, device for selecting or keeping>
A number of matched garments formed from all garment matches representing the garment matching program, wherein N>m，/>
The quality grade of the i-th clothing in the clothing matching scheme is represented, and the value is 1,2, \8230;, 10, \\ or->
The preference grade of the i-th clothing in the clothing matching scheme is represented and is 1,2, \8230;, 5, \ or>
Representing the price of the i-th garment in the garment matching plan, device for combining or screening>
Representing the preset clothing unit price of the user, and e representing a natural number, wherein the value is 2.72;
the judging unit is also used for judging whether the satisfaction value of the user on the clothing matching scheme is greater than a preset satisfaction value;
if yes, the clothes matching scheme is not adjusted;
otherwise, selecting a corresponding adjusting scheme from a preset adjusting scheme set based on the satisfaction value of the user on the clothing matching scheme, and adjusting the clothing matching scheme according to the adjusting scheme.
Additional features and advantages of the invention will be set forth in the description which follows, and in part will be obvious from the description, or may be learned by practice of the invention. The objectives and other advantages of the invention will be realized and attained by the structure particularly pointed out in the written description and claims hereof as well as the appended drawings.
The technical solution of the present invention is further described in detail by the accompanying drawings and embodiments.
Drawings
The accompanying drawings, which are included to provide a further understanding of the invention and are incorporated in and constitute a part of this specification, illustrate embodiments of the invention and together with the description serve to explain the principles of the invention and not to limit the invention. In the drawings:
FIG. 1 is a block diagram of a business system for clothing recommendation in an embodiment of the present invention;
FIG. 2 is a view showing a structure of a garment providing end according to an embodiment of the present invention;
FIG. 3 is a diagram of a structure of a clothing recommendation end in an embodiment of the present invention;
FIG. 4 is a block diagram of a payment terminal of a user in an embodiment of the present invention;
FIG. 5 is another block diagram of a clothing recommender in accordance with an embodiment of the present invention;
FIG. 6 is a block diagram of a determination module in an embodiment of the present invention;
fig. 7 is a structural diagram of an adjustment module according to an embodiment of the present invention.
Detailed Description
The preferred embodiments of the present invention will be described in conjunction with the accompanying drawings, and it will be understood that they are described herein for the purpose of illustration and explanation and not limitation.
Example 1
An embodiment of the present invention provides a business system for clothing recommendation, as shown in fig. 1, including:
the clothing providing end is used for establishing a clothing database based on the clothing of the brand storefront and updating in real time;
the clothing recommendation terminal is used for acquiring basic information of a user and performing exclusive clothing matching recommendation for the user from the clothing database according to the basic information to obtain a clothing matching scheme;
the user selection end is used for extracting the clothes in the clothes matching scheme from the clothes database for the user to select so as to obtain selected clothes;
and the user payment terminal is used for providing a payment order for the user and paying based on the selected clothing.
The beneficial effect of above-mentioned design is: the beneficial effect of above-mentioned design is: the clothing is provided for the user through the clothing providing end, the clothing is recommended for the user through the clothing recommending end, then the user selects through the user selecting end, payment is finally carried out through the user payment end, clothing purchase is completed, appropriate clothing is provided for the user through exclusive clothing matching recommendation of the user, shopping satisfaction of the user is improved, purchase desire of the user is improved, sales amount of a brand storefront is improved, and requirements of the user and the brand storefront are met.
Example 2
Based on embodiment 1, an embodiment of the present invention provides a business system for clothing recommendation, as shown in fig. 2, the clothing providing end includes:
the first establishing module is used for associating the clothing information of the brand storefront with the clothing information of the same clothing, establishing clothing data according to an association result, inputting the clothing data and establishing a clothing database;
the display module is used for extracting clothing data corresponding to the recommended clothing of the clothing recommending end and displaying the clothing data to a user;
and the updating module is used for acquiring the clothing data corresponding to the selected clothing of the user selection end, updating the clothing data corresponding to the selected clothing and updating the clothing database.
In this embodiment, the clothing information includes: style, color, size, price, inventory, etc.
In this embodiment, the garment data is used to collectively represent garment information of the same garment.
In this embodiment, the updating of the clothing data corresponding to the selected clothing includes updating the stock, size, and color of the clothing.
The beneficial effect of above-mentioned design is: by establishing the clothing database, the clothing statistics integration of the brand storefront is facilitated, the flow information of the clothing is updated in real time, the clothing management is facilitated, the efficiency of providing the clothing for the user is improved, and therefore the shopping satisfaction of the user is improved.
Example 3
Based on the embodiment 1, the embodiment of the invention provides a business system for clothing recommendation,
the clothing recommending end is further used for borrowing clothing spot goods to the clothing providing end based on the recommended clothing for the user to try on and establishing a clothing borrowing table;
the clothing recommending end is also used for establishing a clothing sales table according to the selected clothing of the user selecting end;
and the clothing recommending end is also used for returning the rest recommended clothing to the clothing providing end and establishing a clothing returning table.
The beneficial effect of above-mentioned design is: the flow information of the clothes is recorded in real time by establishing the clothes borrowing table, the clothes sales table and the clothes return table, so that the clothes management is facilitated.
Example 4
Based on embodiment 1, an embodiment of the present invention provides a business system for clothing recommendation, and as shown in fig. 3, the clothing recommendation terminal includes:
the acquisition module is used for acquiring basic information and clothing requirements of the user based on the login data of the user;
the determining module is used for establishing a human body model according to the basic information of the user and determining the clothing size of the user;
the selection module is used for selecting the clothes to be selected which meet the clothes size of the user from the clothes database;
and the recommending module is used for selecting and matching clothes from the clothes to be selected by a clothes recommender according to the clothes requirement of the user to obtain a clothes matching scheme.
In this embodiment, the basic information includes the age, occupation, size, body image, and the like of the user.
In this embodiment, the garment requirements include style, color, size, price, etc.
The beneficial effect of above-mentioned design is: the human body model is established based on the basic information of the user, the clothing size of the user is determined, the accuracy of the clothing size of the user is ensured, clothing is matched for the user according to the clothing requirements of the user, the user selects and purchases clothing from the matched clothing, appropriate clothing is provided for the user, the shopping satisfaction of the user is improved, and meanwhile, the sales volume of the clothing is improved.
Example 5
Based on embodiment 1, an embodiment of the present invention provides a business system for clothing recommendation, and as shown in fig. 4, the user payment terminal includes:
the generating module is used for generating a payment request based on the selected clothing and setting a time tag for the payment list;
a payment module for receiving the payment request and judging whether the time tag is less than a preset time tag or not,
if yes, the user completes payment based on the payment request;
otherwise, determining that the payment request is invalid.
The beneficial effect of above-mentioned design is: by verifying the payment request, a safe payment environment is provided for the user, and the satisfaction degree of the user is improved.
Example 6
Based on embodiment 1, an embodiment of the present invention provides a business system for clothing recommendation, and as shown in fig. 5, the clothing recommendation terminal is further configured to establish a user database based on login information of a user and clothing requirements, and periodically send clothing matching recommendation to the user based on the user database, where the business system includes:
the second establishing module is used for analyzing the login information of the user, acquiring a first attribute value of the user, determining the identity parameter of the user based on the first attribute value, analyzing the clothing requirement of the user, acquiring a second attribute value of the user, determining the clothing parameter of the user based on the second attribute value, associating the identity parameter with the clothing parameter, and establishing a user database;
the selecting module is used for extracting clothing parameters of the user from the user database, classifying the clothing parameters to obtain a plurality of clothing requirements, retrieving clothing in a brand shop to obtain first clothing meeting the clothing requirements, and obtaining an image of the first clothing;
the extraction module is used for extracting the features of the image of the first garment to obtain garment features, determining the detail attribute and the style attribute of the first garment based on the garment features, and performing visual analysis on the image of the first garment to obtain the color attribute of the first garment;
the grading module is used for grading the first garment based on the detail attribute, the style attribute and the color attribute and selecting the garment with the grade meeting the requirement of a preset grade as a second garment;
the extraction module is further configured to obtain a human body image of the user from the identity parameter of the user, and perform feature extraction on the human body image to obtain a human body feature of the user;
the matching module is used for inputting the clothing characteristics of the second clothing and the human body characteristics of the user into a preset user-clothing matching model to obtain the matching degree of the second clothing and the user, and selecting a third clothing with the matching degree larger than a preset matching requirement;
and the pushing module is used for determining a login account of the user according to the correlation information of the identity parameters and the clothing parameters of the user and pushing the third clothing to the login account.
In this embodiment, the first attribute value is used to represent a user login account, identity information, and the like.
In this embodiment, the second attribute value is used to represent the user's clothing size, style, color, and the like.
In this embodiment, the user-clothing matching model is obtained by training in advance according to the clothing requirements of the user and the human body characteristics of the user.
The beneficial effect of above-mentioned design is: the clothing is selected by grading the clothing and matching degree with the user, so that the selected clothing meets the requirements of the user, and the clothing is recommended to the user regularly, so that the user can send the selected clothing to the user for sale after selecting the clothing, thereby facilitating the user who does not need to purchase the clothing, and simultaneously improving the sales volume of the clothing.
Example 7
Based on embodiment 4, an embodiment of the present invention provides a business system for clothing recommendation, as shown in fig. 6, where the determining module includes:
the model establishing unit is used for extracting a human body image of the user from the basic information of the user, scanning the human body image, determining human body characteristic points and position coordinates of the human body characteristic points, and establishing a human body model based on the position coordinates of the human body characteristic points and in combination with human body characteristic information;
the first acquisition unit is used for inputting the human body model into a size analysis model and acquiring a first size of the user;
the second acquisition unit is used for acquiring an online shopping record of a user, acquiring the size of the purchased clothes of the user based on the online shopping record, dividing the size of the purchased clothes into a plurality of groups of size data according to human body parts, respectively carrying out cluster analysis on the plurality of groups of size data, dividing the size data into different intervals, selecting the interval containing the most size data as a target interval, and taking the average value of the target interval as the second size of the user;
the correction unit is used for establishing a difference sequence of the first size and the second size, extracting a difference value which is not in a preset difference value range in the difference sequence, and acquiring first size data and second size data of the first size and the second size corresponding to the difference value;
acquiring third size data related to the first size data from the first size, and fitting the first size data and the third size data to obtain a corrected weight;
and correcting the second size data based on the corrected weight to obtain fourth size data, and replacing the second size data in the second size with the fourth size data to obtain the clothing size of the user.
In this embodiment, the first size is a body size of the user and the second size is a garment size of the user. The third size is a body size associated with the first size.
In this embodiment, for example, if the first size data is the waist circumference of the user, the corresponding second size data is the trousers size, and the corresponding third size data is the leg length, hip circumference, etc. related to the waist circumference of the user.
In this embodiment, the better the fitting result of the first size data and the third size data is, the smaller the obtained correction weight is.
The beneficial effect of above-mentioned design is: by accurately determining the clothes size of the user, more suitable clothes are provided for the user, the change of the clothes is reduced, and the shopping of the user is facilitated.
Example 8
Based on embodiment 1, an embodiment of the present invention provides a business system for recommending clothing, as shown in fig. 7, after obtaining the clothing matching scheme, the business system further includes an adjusting module, configured to adjust the clothing matching scheme, where the adjusting module includes:
the analyzing unit is used for inputting each set of clothing collocation in the clothing collocation scheme into a color detection model and determining the color harmony value of each set of clothing collocation;
a first calculation unit for calculating the color harmony value based on the color harmony value according to the following formula;
wherein, the first and the second end of the pipe are connected with each other,
represents a matching reasonable value of the clothing matching scheme, and/or is based on the matching reasonable value>
Represents a price average value of each set of clothing matching in the clothing matching scheme, and represents the price average value of each set of clothing matching in the clothing matching scheme>
Represents a preset package price, based on the user's profile>
The number of the matched clothes scheme is shown, device for selecting or keeping>
The value of the color harmony value of the jth set of clothes in the clothes matching scheme is represented as [0.5,0.9']，/>
The matching value of the j set of clothing and the style of the user in the clothing matching scheme is represented as [0.4,0.8]；
The judging unit is used for judging whether the matching reasonable value of the user to the clothing matching scheme is larger than a preset reasonable value;
if so, indicating that the clothing matching scheme is reasonable in matching, and determining the satisfaction value of the user on the clothing matching scheme;
otherwise, carrying out exclusive matching recommendation for the user again to obtain a new clothes matching scheme;
the dividing unit is used for acquiring the clothing brand of the clothing in the clothing matching scheme, dividing the quality of the clothing in the clothing matching scheme according to a preset clothing brand grade table, acquiring the quality grade of the clothing, establishing the preference degree of the user for the clothing brand according to the historical purchase record of the user, dividing the preference degree of the clothing in the clothing matching scheme based on the preference degree, and acquiring the preference grade of the clothing;
the second calculating unit is used for determining the satisfaction value of the user to the clothing matching scheme according to the clothing price and the clothing grade of the clothing matching scheme:
wherein the content of the first and second substances,
a value representing the user's satisfaction with the garment collocation regimen>
Represents the number of all garments in the garment matching formula, <' > based on the number of garments in the garment matching formula>
A number of matched garments formed from all garment matches representing the garment matching scheme, wherein N>m，/>
The quality grade of the i-th clothing in the clothing matching scheme is represented, and the value is 1,2, \8230;, 10, \\ or->
The preference grade of the i-th clothing in the clothing matching scheme is represented and is 1,2, \8230;, 5, \ or>
Representing the price of the i-th garment in the garment matching plan, device for combining or screening>
Representing the preset clothing unit price of the user, and e representing a natural number, wherein the value is 2.72;
the judging unit is also used for judging whether the satisfaction value of the user on the clothing matching scheme is greater than a preset satisfaction value;
if yes, the clothes matching scheme is not adjusted;
otherwise, based on the satisfaction value of the user to the clothing matching scheme, selecting a corresponding adjustment scheme from a preset adjustment scheme set, and adjusting the clothing matching scheme according to the adjustment scheme.
The beneficial effect of above-mentioned design is: the reasonable matching value of the clothing matching scheme is calculated according to the parameters such as the color harmony degree of the clothing matching scheme, the matching degree with the user, the preset price of the user and the like, if the matching is not met, the reasonability of the clothing matching is ensured, the satisfaction degree of the user on the clothing matching scheme is predicted according to the quantity and the quality of the clothing in the clothing matching scheme, the preference degree of the user on clothing brands and the like, if the satisfaction degree is not met, the clothing scheme is adjusted in time, the clothing scheme is enabled to better meet the requirements of the user, the purchasing desire of the user is increased, and the sales volume of the clothing is increased.
It will be apparent to those skilled in the art that various changes and modifications may be made in the present invention without departing from the spirit and scope of the invention. Thus, if such modifications and variations of the present invention fall within the scope of the claims of the present invention and their equivalents, the present invention is also intended to include such modifications and variations.
Claims (4)
1. A business system for garment recommendation, comprising:
the clothing providing end is used for establishing a clothing database based on the clothing of the brand storefront and updating in real time;
the clothing recommending end is used for acquiring basic information of a user and carrying out clothing exclusive matching recommendation for the user from the clothing database according to the basic information to obtain a clothing matching scheme;
the user selection end is used for extracting the clothes in the clothes matching scheme from the clothes database for the user to select so as to obtain selected clothes;
the user payment terminal is used for providing a payment order for the user and paying based on the selected clothing;
the clothing recommending end comprises:
the acquisition module is used for acquiring basic information and clothing requirements of the user based on the login data of the user;
the determining module is used for establishing a human body model according to the basic information of the user and determining the clothing size of the user;
the selection module is used for selecting the clothes to be selected which meet the clothes size of the user from the clothes database;
the recommendation module is used for selecting and matching clothes from the clothes to be selected by a clothes recommender according to the clothes requirement of the user to obtain a clothes matching scheme;
the determining module includes:
the model establishing unit is used for extracting a human body image of the user from the basic information of the user, scanning the human body image, determining human body characteristic points and position coordinates of the human body characteristic points, and establishing a human body model based on the position coordinates of the human body characteristic points and in combination with human body characteristic information;
a first obtaining unit, configured to input the human body model into a size analysis model, and obtain a first size of the user;
the second acquisition unit is used for acquiring an online shopping record of a user, acquiring the size of the purchased clothes of the user based on the online shopping record, dividing the size of the purchased clothes into a plurality of groups of size data according to human body parts, respectively carrying out cluster analysis on the plurality of groups of size data, dividing the size data into different intervals, selecting the interval containing the most size data as a target interval, and taking the average value of the target interval as the second size of the user;
the correction unit is used for establishing a difference sequence of the first size and the second size, extracting a difference value which is not in a preset difference value range in the difference sequence, and acquiring first size data and second size data of the first size and the second size corresponding to the difference value;
acquiring third size data related to the first size data from the first size, and fitting the first size data and the third size data to obtain a corrected weight;
the first size is a body size of the user, the second size is a clothing size of the user, and the third size is a body size related to the first size;
based on the corrected weight, correcting the second size data to obtain fourth size data, and replacing the second size data in the second size with the fourth size data to obtain the clothing size of the user;
still include, the adjustment module, be used for to clothing collocation scheme adjusts, include:
the analyzing unit is used for inputting each set of clothing collocation in the clothing collocation scheme into a color detection model and determining the color harmony value of each set of clothing collocation;
the first calculation unit is used for calculating a collocation reasonable value of the clothing collocation scheme according to the following formula based on the color harmony value;
wherein the content of the first and second substances,
represents a matching reasonable value of the clothing matching scheme, and/or is based on the matching reasonable value>
Represents a price average value of each set of clothing matching in the clothing matching scheme, and represents the price average value of each set of clothing matching in the clothing matching scheme>
Represents a preset package price, based on the user's profile>
The number of the matched clothes scheme is shown, device for selecting or keeping>
The value of the color harmony value of the jth set of clothes in the clothes matching scheme is represented as [0.5,0.9']，/>
The matching value of the j set of clothing in the clothing matching scheme and the style of the user is represented as [0.4,0.8]；
The judging unit is used for judging whether the matching reasonable value of the user to the clothing matching scheme is larger than a preset reasonable value;
if so, indicating that the clothing matching scheme is reasonable in matching, and determining the satisfaction value of the user on the clothing matching scheme;
otherwise, carrying out exclusive matching recommendation for the user again to obtain a new clothes matching scheme;
the dividing unit is used for acquiring the clothing brand of the clothing in the clothing matching scheme, dividing the quality of the clothing in the clothing matching scheme according to a preset clothing brand grade table, acquiring the quality grade of the clothing, establishing the preference degree of the user for the clothing brand according to the historical purchase record of the user, dividing the preference degree of the clothing in the clothing matching scheme based on the preference degree, and acquiring the preference grade of the clothing;
a second calculating unit, configured to determine, according to the clothing price and the clothing grade of the clothing matching scheme, a satisfaction value of the user to the clothing matching scheme:
wherein the content of the first and second substances,
represents a satisfactory value for the user for the clothing matching program, < > >>
Represents the number of all garments in the garment matching formula, <' > based on the number of garments in the garment matching formula>
A number of matched garments representing the garment matching plan, wherein N>m，/>
The quality grade of the i-th clothing in the clothing matching scheme is represented, and the value is 1,2, \8230;, 10, \\ or->
The preference grade of the i-th clothing in the clothing matching scheme is represented and is 1,2, \8230;, 5, \ or>
Representing the price of the i-th garment in the garment matching plan, device for combining or screening>
Representing the preset clothing unit price of the user, and e representing a natural number, wherein the value is 2.72;
the judging unit is also used for judging whether the satisfaction value of the user on the clothing matching scheme is greater than a preset satisfaction value;
if yes, the clothes matching scheme is not adjusted;
otherwise, selecting a corresponding adjusting scheme from a preset adjusting scheme set based on the satisfaction value of the user on the clothing matching scheme, and adjusting the clothing matching scheme according to the adjusting scheme;
the clothing recommendation terminal is further used for establishing a user database based on the login information and the clothing requirements of the user and sending clothing matching recommendation to the user periodically based on the user database, and comprises the following steps:
the second establishing module is used for analyzing the login information of the user, acquiring a first attribute value of the user, determining an identity parameter of the user based on the first attribute value, analyzing the clothing requirement of the user, acquiring a second attribute value of the user, determining a clothing parameter of the user based on the second attribute value, associating the identity parameter with the clothing parameter, and establishing a user database;
the selecting module is used for extracting clothing parameters of the user from the user database, classifying the clothing parameters to obtain a plurality of clothing requirements, retrieving clothing in a brand shop, obtaining first clothing which all meet the clothing requirements, and obtaining an image of the first clothing;
the extraction module is used for extracting the features of the image of the first garment to obtain garment features, determining the detail attribute and the style attribute of the first garment based on the garment features, and performing visual analysis on the image of the first garment to obtain the color attribute of the first garment;
the grading module is used for grading the first garment based on the detail attribute, the style attribute and the color attribute and selecting the garment with the grade meeting the requirement of a preset grade as a second garment;
the extraction module is further configured to obtain a human body image of the user from the identity parameter of the user, and perform feature extraction on the human body image to obtain a human body feature of the user;
the matching module is used for inputting the clothing characteristics of the second clothing and the human body characteristics of the user into a preset user-clothing matching model to obtain the matching degree of the second clothing and the user, and selecting a third clothing with the matching degree larger than a preset matching requirement;
and the pushing module is used for determining a login account of the user according to the association information of the identity parameters and the clothing parameters of the user and pushing the third clothing to the login account.
2. The business system for clothing recommendation according to claim 1, wherein the clothing provider comprises:
the first establishing module is used for associating the clothing information of the brand storefront with the clothing information of the same clothing, establishing clothing data according to an association result, inputting the clothing data and establishing a clothing database;
the display module is used for extracting clothing data corresponding to the recommended clothing of the clothing recommending end and displaying the clothing data to a user;
and the updating module is used for acquiring the clothing data corresponding to the selected clothing of the user selection end, updating the clothing data corresponding to the selected clothing and updating the clothing database.
3. The business system for clothing recommendation of claim 1,
the clothing recommending end is also used for borrowing clothing spot goods from the clothing providing end based on the recommended clothing, so that a user can try on the clothing, and a clothing borrowing table is established;
the clothing recommending end is also used for establishing a clothing sales table according to the selected clothing of the user selecting end;
and the clothing recommending end is also used for returning the rest recommended clothing to the clothing providing end and establishing a clothing returning table.
4. The business system for clothing recommendation according to claim 1, wherein the user payment end comprises:
the generating module is used for generating a payment request based on the selected clothing and setting a time label for the payment order;
a payment module for receiving the payment request and judging whether the time tag is smaller than a preset time tag or not,
if yes, the user completes payment based on the payment request;
otherwise, determining that the payment request is invalid.
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| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107784078A (en) * | 2017-09-27 | 2018-03-09 | 圣凯诺服饰有限公司 | A kind of industrialized custom made garments body-measure data consolidation analysis method and analysis system |
| CN110366737A (en) * | 2017-02-28 | 2019-10-22 | 丝芭博株式会社 | Clothes order accepts managing device, information processing method, program and recording medium |
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| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
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| CN103984821A (en) * | 2014-05-17 | 2014-08-13 | 方亚芳 | Measurement software for goods and costume picture match of store |
| CN105897857A (en) * | 2016-02-05 | 2016-08-24 | 上海和鹰机电科技股份有限公司 | Clothes-matching personalized intelligent customization method and system |
| CN106910115B (en) * | 2017-02-20 | 2021-01-29 | 宁波大学 | Virtual fitting method based on intelligent terminal |
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| KR102127562B1 (en) * | 2018-05-28 | 2020-06-29 | 주식회사 로코식스 | Apparatus and method for providing coordinating service for clothing shopping mall |
| KR102093087B1 (en) * | 2020-01-13 | 2020-03-24 | 최정훈 | Method and apparatus for providing clothing recommendations service |
| CN111260451A (en) * | 2020-03-06 | 2020-06-09 | 上海久实信息科技有限公司 | Size recommendation system based on clothing e-commerce platform |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN107784078A (en) * | 2017-09-27 | 2018-03-09 | 圣凯诺服饰有限公司 | A kind of industrialized custom made garments body-measure data consolidation analysis method and analysis system |
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