CN114820135A - Intelligent clothing matching system and method - Google Patents
Intelligent clothing matching system and method Download PDFInfo
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- CN114820135A CN114820135A CN202210528463.XA CN202210528463A CN114820135A CN 114820135 A CN114820135 A CN 114820135A CN 202210528463 A CN202210528463 A CN 202210528463A CN 114820135 A CN114820135 A CN 114820135A
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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]
- G06Q30/0641—Shopping interfaces
- G06Q30/0643—Graphical representation of items or shoppers
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9535—Search customisation based on user profiles and personalisation
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9538—Presentation of query results
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
Abstract
The invention discloses a system and a method for intelligent matching of clothes, wherein the system comprises: the system comprises a cloud server, a cloud processor and a WEB side; the cloud server is used for storing a clothing intelligent matching program, and the intelligent matching program is used for realizing the clothing intelligent matching method. The processor is used for executing the intelligent collocation program. The WEB terminal is used for inputting clothing styles, 3D style data, man-machine interaction and displaying matching results. The method comprises the following steps: if the user uploads the new clothing style and the existing clothing style to the server through the WEB terminal, the server extracts the characteristics of the clothing in the new clothing style and distinguishes clothing classification; the intelligent matching program replaces and matches the new clothes style with the existing clothes part model respectively to obtain matching suggestions and matching schemes matched with the new clothes. The invention has the advantages that: the style can realize new style design matching easily according to the desire of customers, better wearing and putting selection is provided for users who are not good at dress matching, and user experience is better.
Description
Technical Field
The invention relates to the technical field of intelligent clothing matching, in particular to a clothing intelligent matching system and a clothing intelligent matching method.
Background
With the continuous development of human civilization, people have higher and higher material requirements and higher life quality.
In order to meet the increasing material requirements of people and the pursuit of life quality, people often carry out clothes selection and purchase through panning and dressing application software, but the selection and purchase mode can only meet the shopping requirements of users, but the convenience in color matching, style matching and the like is realized, the online purchase can not provide the experience of matching the wearing of people on the spot, if the online purchase returns to try on and does not properly need goods return and refund, the cost is increased, the experience is not good, and the clothes matching requirements of each user can not be really met.
In recent years, clothing matching has become an indispensable part of people's daily life, because the matching suit of good will quickly improve people's appearance. Not all people are good at dress collocation, and some people with poor aesthetics often suffer from the problems of compatibility between complementary dresses (upper garment, lower garment), what the factors causing the incompatibility are, which dresses are selected, and the like.
Disclosure of Invention
Aiming at the defects of the prior art, the invention provides an intelligent clothing matching system and an intelligent clothing matching method. Aiming at the clothes matching recommendation and the new single purchase suggestion of the user based on the existing clothes of the user,
in order to realize the purpose, the technical scheme adopted by the invention is as follows:
an intelligent clothing matching system, comprising: the system comprises a cloud server, a cloud processor and a WEB side;
the cloud server is used for storing a clothing intelligent matching program, and the intelligent matching program can be executed by one or more processors to realize the clothing intelligent matching method.
The processor is used for executing an intelligent matching program stored in the cloud server so as to realize the intelligent matching method of the clothes.
The WEB terminal is used for inputting clothing styles, 3D style data, man-machine interaction and displaying matching results.
The functional module of intelligence collocation procedure includes: the system comprises a data acquisition module, a system modeling module, a data preprocessing module, a data visualization module and an intelligent collocation module;
a data acquisition module: collecting a new dress style to be purchased uploaded by a user and an existing dress style of the user;
a data preprocessing module: preprocessing the styles collected by the data acquisition module;
a system modeling module: establishing a collocation replacement model adopting a neural network;
the intelligent collocation module: replacing and matching the new clothing style and the existing clothing style of the user to obtain a matching suggestion with the new clothing style;
a data visualization module: the method is used for presenting clear and intuitive data to a user; carrying out visual configuration and statistical analysis configuration; and inquiring organization data according to the statistical configuration, and presenting a data result according to the visual configuration.
Further, the collocation replacement model includes: a first convolution layer, a second convolution layer, a third convolution layer, a fourth convolution layer, a fifth convolution layer, a maximum pooling layer, a full-link layer and a gradient lifting tree algorithm;
the first convolution layer to the fifth convolution layer are used for extracting the characteristics of the style of the clothes;
the maximum pooling layer is used for the full-link layer to represent all the extracted features in a one-dimensional vector manner. And (4) carrying out supervised training on the clothing matching style by using the gradient lifting tree algorithm.
The clothing matching method for matching the replacement model comprises the following steps:
step 1, model base establishment and component layering based on styles are established, and the method comprises the following steps: a shoe style library, a shoe tree library, an outsole library and a decoration library;
step 2, establishing model learning based on a neural network;
step 3, executing corresponding clothes matching according to the professional intelligent component replacement matching scheme;
step 4, the style intelligent collocation display system: and visually displaying a large number of new styles of the matched components.
The invention also discloses an intelligent clothing matching method, which comprises the following steps:
if the user wants to buy a new dress, the user obtains a new dress style to be bought, uploads the new dress style and the dress style of the user to the server through the WEB terminal,
the server obtains a new clothing style uploaded by the user or finds a corresponding clothing style according to the purchase link of the single item; feature extraction is carried out on the clothes in the new clothes style, and clothes classification is distinguished;
the intelligent matching program of the server replaces and matches the new clothing style with the existing clothing part model respectively to obtain matching suggestions and matching schemes matched with the new clothing; and the user determines whether the new clothing single product is purchased or not according to the matching scheme.
Further, the user uploads all the existing clothes styles to the server through the WEB terminal, and the intelligent matching program of the server arranges, combines and matches all the existing clothes styles, so that a new style output matching suggestion is obtained.
Compared with the prior art, the invention has the advantages that: the style can be easily matched with a new style design according to the desire of a customer, a better wearing and putting choice is provided for a user who is not good at dress matching, the user experience is better, and the user enjoyment can be increased. The invention is more intelligent, the matching of the clothes can be closer to the ideal state of the user, the matching efficiency is high, and the realization cost is low.
Drawings
FIG. 1 is a flow chart of an intelligent matching process for footwear according to an embodiment of the present invention;
FIG. 2 is a diagram illustrating the effect of intelligent footwear matching according to an embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention more apparent, the present invention will be further described in detail below with reference to the accompanying drawings by way of examples.
An intelligent clothing matching system, comprising: the system comprises a cloud server, a cloud processor and a WEB side;
the cloud server is used for storing a clothing intelligent matching program, and the intelligent matching program can be executed by one or more processors to realize the clothing intelligent matching method.
The processor is used for executing an intelligent matching program stored in the cloud server so as to realize the intelligent matching method of the clothes.
The WEB terminal is used for inputting clothing styles, 3D style data, man-machine interaction and displaying matching results.
The functional module of intelligence collocation procedure includes: the system comprises a data acquisition module, a system modeling module, a data preprocessing module, a data visualization module and an intelligent collocation module;
a data acquisition module: collecting a new dress style to be purchased uploaded by a user and an existing dress style of the user;
a data preprocessing module: preprocessing the styles collected by the data acquisition module;
a system modeling module: establishing a collocation replacement model adopting a neural network;
the intelligent collocation module: replacing and matching the new clothing style and the existing clothing style of the user to obtain a matching suggestion with the new clothing style;
a data visualization module: the method is used for presenting clear and intuitive data to a user; carrying out visual configuration and statistical analysis configuration; inquiring organization data according to the statistical configuration, and presenting a data result according to the visual configuration;
a collocation replacement model comprising: a first convolution layer, a second convolution layer, a third convolution layer, a fourth convolution layer, a fifth convolution layer, a maximum pooling layer, a full-link layer and a gradient lifting tree algorithm;
the first convolution layer to the fifth convolution layer are used for extracting the characteristics of the style of the clothes;
the maximum pooling layer is used for the full-connected layer to represent all the extracted features in a one-dimensional vector manner. And (4) carrying out supervised training on the clothing matching style by using the gradient lifting tree algorithm.
As shown in fig. 1, the intelligent footwear matching method includes the following steps:
s1: and establishing a database with an uploading server for models such as a style design model, a shoe tree model, an outsole model, a heel model and an accessory model.
S2: a data preprocessing module: and carrying out model simplification and UI classification processing on the styles collected by the data acquisition module. The model is simplified to within 100M to meet the requirement of webpage operation, and the general model is simplified to about 30M.
S3: the intelligent collocation module: and replacing and matching the parts of the existing clothing styles and the clothing accessories designed by the database to obtain a matching suggestion with the new clothing styles.
S4: executing corresponding clothes matching by the professional intelligent component replacement matching scheme;
s5: the data visualization module is used for inputting and displaying dress styles, man-machine interaction and matching results through a WEB end. Style intelligent collocation display system: and carrying out visual exhibition on a large number of new styles after the matching of the components.
As shown in fig. 2, for presenting clear and intuitive data to a user; carrying out visual configuration and; and inquiring organization data according to the statistical configuration, and presenting a data result according to the visual configuration.
It will be appreciated by those of ordinary skill in the art that the examples described herein are intended to assist the reader in understanding the manner in which the invention is practiced, and it is to be understood that the scope of the invention is not limited to such specifically recited statements and examples. Those skilled in the art can make various other specific changes and combinations based on the teachings of the present invention without departing from the spirit of the invention, and these changes and combinations are within the scope of the invention.
Claims (5)
1. The utility model provides a dress intelligence collocation system which characterized in that includes: the system comprises a cloud server, a cloud processor and a WEB side;
the cloud server is used for storing a clothing intelligent matching program, and the intelligent matching program can be executed by one or more processors to realize the clothing intelligent matching method;
the processor is used for executing an intelligent matching program stored in the cloud server so as to realize a clothing intelligent matching method;
the WEB terminal is used for inputting clothing styles, 3D style data, man-machine interaction and displaying matching results;
the functional module of intelligence collocation procedure includes: the system comprises a data acquisition module, a system modeling module, a data preprocessing module, a data visualization module and an intelligent collocation module;
a data acquisition module: collecting a new dress style to be purchased uploaded by a user and an existing dress style of the user;
a data preprocessing module: preprocessing the styles collected by the data acquisition module;
a system modeling module: establishing a collocation replacement model adopting a neural network;
the intelligent collocation module: replacing and matching the new clothing style and the existing clothing style of the user to obtain a matching suggestion with the new clothing style;
a data visualization module: the method is used for presenting clear and intuitive data to a user; carrying out visual configuration and statistical analysis configuration; and inquiring organization data according to the statistical configuration, and presenting a data result according to the visual configuration.
2. The intelligent clothing matching system of claim 1, wherein: the collocation replacement model comprises: a first convolution layer, a second convolution layer, a third convolution layer, a fourth convolution layer, a fifth convolution layer, a maximum pooling layer, a full-link layer and a gradient lifting tree algorithm;
the first convolution layer to the fifth convolution layer are used for extracting the characteristics of the style of the clothes;
the maximum pooling layer is used for a full-connection layer and is used for representing all extracted features in a one-dimensional vector mode; and (4) carrying out supervised training on the clothing matching style by using the gradient lifting tree algorithm.
3. The intelligent clothing matching system of claim 2, wherein: the collocation method of the collocation replacement model comprises the following steps:
step 1, model base establishment and component layering based on styles are established, and the method comprises the following steps: a shoe style library, a shoe tree library, an outsole library and a decoration library;
step 2, establishing model learning based on a neural network;
step 3, executing corresponding clothes matching according to the professional intelligent component replacement matching scheme;
step 4, the style intelligent collocation display system: and visually displaying a large number of new styles of the matched components.
4. An intelligent clothing matching method is characterized in that: the method is realized on the basis of the system of claim 1, and comprises the following steps:
if the user wants to buy a new dress, the user obtains a new dress style to be bought, uploads the new dress style and the dress style of the user to the server through the WEB terminal,
the server obtains a new clothing style uploaded by the user or finds a corresponding clothing style according to the purchase link of the single item; feature extraction is carried out on the clothes in the new clothes style, and clothes classification is distinguished;
the intelligent matching program of the server performs replacement matching on the new clothes styles and the existing clothes part models respectively to obtain matching suggestions and matching schemes matched with the new clothes; and the user determines whether the new clothing single product is purchased or not according to the matching scheme.
5. The intelligent clothing matching method according to claim 1, characterized in that: the user uploads all the existing clothes styles to the server through the WEB terminal, and the intelligent matching program of the server arranges, combines and matches all the existing clothes style components, so as to obtain a new style output matching suggestion.
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Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109949116A (en) * | 2017-12-20 | 2019-06-28 | 广东欧珀移动通信有限公司 | Clothing matching recommended method, device, storage medium and mobile terminal |
| WO2019134560A1 (en) * | 2018-01-08 | 2019-07-11 | Oppo广东移动通信有限公司 | Method for constructing matching model, clothing recommendation method and device, medium, and terminal |
| CN110956531A (en) * | 2019-11-29 | 2020-04-03 | 青岛联宏网络科技有限公司 | Dress management and matching system and method |
| CN111383081A (en) * | 2020-03-24 | 2020-07-07 | 东华大学 | Intelligent recommendation method for clothing matching |
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Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109949116A (en) * | 2017-12-20 | 2019-06-28 | 广东欧珀移动通信有限公司 | Clothing matching recommended method, device, storage medium and mobile terminal |
| WO2019134560A1 (en) * | 2018-01-08 | 2019-07-11 | Oppo广东移动通信有限公司 | Method for constructing matching model, clothing recommendation method and device, medium, and terminal |
| CN110021061A (en) * | 2018-01-08 | 2019-07-16 | 广东欧珀移动通信有限公司 | Collocation model building method, dress ornament recommended method, device, medium and terminal |
| CN110956531A (en) * | 2019-11-29 | 2020-04-03 | 青岛联宏网络科技有限公司 | Dress management and matching system and method |
| CN111383081A (en) * | 2020-03-24 | 2020-07-07 | 东华大学 | Intelligent recommendation method for clothing matching |
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