Costume pattern resource management system and method

Abstract

The invention discloses a costume pattern resource management system and method, and the system comprises a costume pattern resource creation module which is used for providing a costume paper template editing interface for a user to edit and generate a costume paper template; for the costume paper sample plate generated in real time, repeated costume paper sample plate detection is carried out according to a feature matching and dynamic filtering detection mode; retaining non-repeated clothing paper templates and storing the clothing paper templates according to hierarchical features and a multi-scene adaptive storage mode; the costume paper pattern resource display module is used for providing a costume paper template on-off operation interface for a user to select on-off costume paper templates; and the costume pattern resource using module is used for receiving costume pattern resource application forms submitted by external users or costume pattern resource calling demand forms submitted by internal users under different job scene demand conditions so as to complete corresponding costume paper template retrieval and provide downloading operation. Resource waste and design period prolonging caused by multiple times of warehousing of the same costume paper sample plate can be avoided.

Description

Technical Field

[0001] This application relates to the technical field of resource management, and specifically relates to a clothing pattern resource management system and method. Background Art

[0002] With the rapid development of the clothing industry, information management tools have become the key to improving efficiency and reducing errors. In the field of clothing design and production, there are many links and departments involved. For example, the design and R & D department is responsible for the creative design of new styles, the supply chain management department controls the material supply, and the production and quality control departments ensure the product quality. Information management can promote the collaborative cooperation among departments and realize the efficient circulation and sharing of data. However, traditional clothing pattern resource management often relies on manual records and tracking, which is prone to problems such as duplicate work, data loss, and version confusion, especially in the rapid iteration of multiple styles.

[0003] Currently, there are some clothing management software on the market. They usually have basic functions such as design drawing, bill of materials (BOM) management, and size table making. The design drawing function allows designers to conduct preliminary style design in the software and present the ideas in their minds in a digital form. BOM management helps enterprises clearly master various raw materials and components required for production and reasonably arrange the procurement plan. Size table making can accurately standardize the size standards of clothing and ensure product consistency. These functions have improved the efficiency of clothing design and production to a certain extent.

[0004] However, the existing clothing management software has deficiencies in dealing with clothing pattern resource management. Especially when it comes to the management of complex pattern libraries of multiple styles, it lacks an effective mechanism to prevent duplicate warehousing and the ability to accurately match product categories, resulting in waste of pattern resources and extension of the design cycle. Due to the inability to accurately identify duplicate clothing pattern boards, the same clothing pattern board may be entered multiple times, causing resource redundancy. At the same time, it cannot accurately match the clothing pattern board with the scenario category, which makes designers spend a lot of time looking for the appropriate pattern, thus affecting the progress of the entire design process. Summary of the Invention

[0005] In order to avoid resource waste and extension of the design cycle caused by multiple warehousing of the same clothing pattern board, this application provides a clothing pattern resource management system and method.

[0006] In a first aspect, this application provides a clothing pattern resource management system, including: The clothing pattern resource creation module is used to provide a clothing pattern template editing interface for users to edit and generate clothing pattern templates; for the clothing pattern templates generated in real time, duplicate clothing pattern templates are detected according to the feature matching and dynamic filtering detection method including feature layering and cross-layer feature binding; the non-duplicate clothing pattern templates are retained and stored in the clothing pattern resource library according to the layering features and multi-scenario adaptation storage method, and modification prompt information is generated for the duplicate clothing pattern templates. The clothing pattern resource display module is used to provide an interface for putting clothing pattern templates on and taking them off the shelf for users to select to put on the shelf for release or take off the shelf for withdrawal of clothing pattern templates. The clothing pattern resource usage module is used to receive the clothing pattern resource application form submitted by external users or the clothing pattern resource call requirement form submitted by internal users under different job scenario requirement conditions; approve the clothing pattern resource application form submitted by external users, and match the preset first scenario dimension features according to the job scenario type corresponding to the content of the clothing pattern resource application form after the approval is passed, complete the retrieval of clothing pattern templates according to the matched first scenario dimension features and provide a download operation; match the preset second scenario dimension features according to the job scenario type corresponding to the content of the clothing pattern resource call requirement form submitted by internal users, and complete the retrieval of clothing pattern templates according to the matched second scenario dimension features and provide a download operation.

[0007] By adopting the above solution, the clothing pattern resource creation module is used to detect duplicates of the clothing pattern templates edited and generated in real time, and store the non-duplicate clothing pattern templates according to the layering features and multi-scenario adaptation storage method, reducing the redundancy rate of template warehousing and facilitating subsequent retrieval; the clothing pattern resource display module provides an interface for putting clothing pattern templates on and taking them off the shelf, facilitating users to manage the release and withdrawal of clothing pattern templates; the clothing pattern resource usage module conducts application approval and matching retrieval for different users and job scenarios, enabling users to find clothing pattern resources that meet their needs more quickly and accelerating new product development.

[0008] Preferably, the clothing pattern resource creation module is further used to provide a clothing pattern template upload interface for users to directly upload proofing orders, sales orders and complete clothing pattern templates, extract clothing pattern template features by using natural language technology or image recognition technology, and analyze and integrate them to generate clothing pattern templates. The clothing pattern resource creation module is further used to set a user identity selection box on the clothing pattern template upload interface for users to select the identity information of external users or internal users; obtain the selected user identity, and display different upload requirements and precautions by using the clothing pattern template upload interface; and after generating the clothing pattern template, before detecting duplicates of the generated clothing pattern template, match the preset information review strategy for the generated clothing pattern template based on different user identities to correspondingly complete the information review of the clothing pattern template.

[0009] By adopting the above solution, a direct upload interface for clothing paper templates is provided, so that users can directly upload relevant information, and use natural language technology or image recognition technology to accurately extract clothing paper template information from the uploaded relevant information and generate clothing paper templates, enriching the ways to obtain clothing paper pattern resources and collecting clothing paper pattern resources more comprehensively; and the identity information for uploading relevant information is designed to display the upload requirements accordingly and match different information review strategies after generating the clothing paper templates.

[0010] Preferably, it further includes: An artificial approval unit, which is used to provide an artificial approval operation interface and an artificial approval verification interface for users to conduct artificial approval on the application form for clothing paper pattern resources or verify whether the approval result is correct, and correspondingly obtain the artificial approval result and the artificial approval verification result and send them back to the clothing paper pattern resource usage module; The clothing paper pattern resource usage module is also used to directly send the application form for clothing paper pattern resources submitted by external users to the artificial approval unit or send the approval result after approving the application form for clothing paper pattern resources submitted by external users to the artificial approval unit.

[0011] By adopting the above solution, an artificial review operation interface and an artificial approval verification interface are provided for users to conduct artificial review on the application form for clothing paper pattern resources or verify the review result, ensuring the accuracy and reliability of the application review. The generated artificial review result and the artificial review verification result are sent back to the clothing paper pattern resource usage module, enabling the clothing paper pattern resource usage module to perform subsequent operations based on the accurate approval result.

[0012] Preferably, when the clothing paper pattern resource creation module provides an editing interface for clothing paper templates, it is designed with multiple editing interfaces that are displayed in sequential operations, and each editing interface corresponds to a hierarchical clothing paper template feature. The operation display order of the clothing paper template features with higher levels is earlier; When the clothing paper pattern resource creation module conducts duplicate clothing paper template detection according to the feature matching and dynamic filtering detection method including feature stratification and cross-hierarchical feature binding, it encodes each layer of features using hash coding and selects a hash coding method with higher complexity for features with lower levels; analyzes the correlation relationship between hierarchical clothing paper template features in different operation scenarios, completes cross-hierarchical feature association in different operation scenarios and constructs a feature association map; adopts a hierarchical phased detection method to match the features of the newly uploaded clothing paper template with the clothing paper templates stored in the clothing paper pattern resource library; The described clothing pattern resource creation module is also used to, during the hierarchical phased matching process, pre-extract and divide the feature levels in the newly created or newly uploaded clothing pattern templates, determine the operation scenario type, and construct a feature association graph; calculate the initial level feature matching similarity based on hash coding. If it is determined that the initial level feature matching similarity is not lower than the preset similarity result, the newly created or newly uploaded clothing pattern template is identified as a duplicate clothing pattern template; if it is determined that the initial level feature matching similarity is lower than the preset similarity result, continue to perform subsequent level feature matching. According to the corresponding level features and the associated upper level features in the next level feature matching, combine the feature association graph to perform graph neural network feature matching, text content feature matching, and hash coding feature matching, and weighted calculate the feature matching similarity; if it is determined that the feature matching similarity is not lower than the preset similarity result, the newly created or newly uploaded clothing pattern template is identified as a duplicate clothing pattern template; if it is determined that the feature matching similarity is lower than the preset similarity result, continue to perform subsequent level feature matching until the matching of the preset level features is completed, and determine whether it is a duplicate clothing pattern template based on the weighted fusion result of the multi-level matching similarity.

[0013] By adopting the above solution, design multiple sequentially operated displays, and each sequentially operated display corresponds to a hierarchical clothing pattern template feature editing interface, enabling users to orderly edit the clothing pattern template feature information by level; use hash coding to encode the feature information of each level, and adopt a more complex coding method for the high levels, analyze the hierarchical feature dependency relationship under different operation scenarios, construct a feature association graph, adopt a hierarchical phased detection method for feature matching, combine multiple matching methods, and weighted calculate the similarity to accurately determine whether the newly uploaded clothing pattern template is duplicate, reducing the redundancy rate of the clothing pattern templates.

[0014] Preferably, the described clothing pattern resource creation module is also used to regularly count the number of clothing pattern templates in the clothing pattern resource library, and recheck the duplicate clothing pattern templates in the current clothing pattern resource library to obtain the duplication rate of the duplicate clothing pattern templates in the current clothing pattern resource library; under the condition that it is determined that the duplication rate of the duplicate clothing pattern templates in the clothing pattern resource library is lower than the preset duplication rate, obtain and generate a mapping table according to the size of the number of clothing pattern templates in the corresponding clothing pattern resource library, the time when the user edits or uploads the clothing pattern template, and the set preset level; dynamically adjust the preset level according to the mapping table and the number of clothing pattern templates in the clothing pattern resource library determined in real time, and when the time when the user edits or uploads the clothing pattern template obtained cannot meet the time requirement for the user to edit or upload the clothing pattern template, generate a prompt message for the user to wait.

[0015] By adopting the above solution, regularly count the number of clothing paper templates in the resource library and re-inspect the duplicate templates, obtain the duplication rate, and perform mapping to obtain the mapping table when the duplication rate is lower than the preset value, so as to establish an association relationship based on the number of clothing paper templates, the user upload time, and the preset level; adjust the preset level according to the mapping table and real-time information, flexibly adapt to the changes in the resource library and user needs, improve the system operation efficiency and user experience, and further reduce the redundancy rate of clothing paper templates.

[0016] Preferably, the clothing paper pattern resource creation module is further configured to, during the process of retaining non-duplicate clothing paper templates and completing the storage according to the hierarchical characteristics and multi-scenario adaptation storage method, perform feature stratification on the characteristics of the clothing paper templates according to the preset level regulations regarding the characteristics of the clothing paper templates, and perform label coding storage for each feature; considering the requirements of different operation scenarios, analyze and obtain the relevance of different-level characteristics of clothing paper templates under different operation scenario types for each operation scenario requirement respectively, complete the binding of different-level associated characteristics and the marking of the binding degree, and store them in the corresponding clothing paper pattern resource sub-library in the clothing paper pattern resource library marked with the operation scenario type in the form of key-value pairs.

[0017] By adopting the above solution, stratify the information characteristics of clothing paper templates according to the preset level regulations and perform label coding storage, consider the requirements of different operation scenarios, analyze the relevance of different-level characteristics, complete the binding and marking of associated characteristics, and store them in the corresponding sub-library in the form of key-value pairs, making the resource storage more organized and targeted, and better meeting the requirements of different operation scenarios.

[0018] Preferably, the clothing paper pattern resource creation module is further configured to obtain the retrieval frequencies of each feature under different historical operation scenario types, and on the basis of completing the feature stratification according to the preset level regulations regarding the characteristics of the clothing paper templates, elevate the level of the feature whose retrieval frequency is greater than the preset retrieval frequency; re-analyze and obtain the relevance of different-level characteristics of clothing paper templates under different operation scenario types, complete the binding of different-level associated characteristics and the marking of the binding degree, and store them in the corresponding clothing paper pattern resource sub-library in the clothing paper pattern resource library marked with the operation scenario type in the form of key-value pairs.

[0019] By adopting the above solution, adjust the level of the feature whose retrieval frequency is greater than the preset retrieval frequency, so that the high-frequency retrieval feature is at a more easily retrievable level, and the retrieval speed is accelerated.

[0020] Preferably, when the clothing pattern resource usage module completes the retrieval process of clothing pattern templates for the matched first scenario dimension feature or second scenario dimension feature, in the corresponding clothing pattern resource sub-library according to the corresponding operation scenario type, the B+ index method is adopted for the first-level features in the first scenario dimension feature and the second scenario dimension feature, and the inverted index method is adopted for the subsequent-level features to complete the retrieval to obtain a number of clothing pattern templates.

[0021] By adopting the above solution, in the clothing pattern resource sub-library of the corresponding operation scenario type, the B+ index and inverted index methods are used to complete the retrieval of clothing pattern template resources, and a number of clothing pattern templates are obtained, which is convenient for screening out the template resources that meet the user's needs.

[0022] Preferably, the clothing pattern resource display module is further configured to provide a clothing pattern template display hall interface for the user to select clothing pattern templates, obtain the clothing pattern templates downloaded by the historical users, count the clothing pattern templates with a download frequency greater than a preset frequency within a preset time period adjacent to the current moment, and regularly and cyclically list and release the counted clothing pattern templates with a download frequency greater than the preset frequency to the clothing pattern template display hall.

[0023] By adopting the above solution, the frequently downloaded clothing pattern templates are regularly and cyclically listed and released, increasing the exposure of popular clothing pattern templates, facilitating the user to quickly find the commonly used high-quality template resources, and improving the efficiency of the user to select and use the templates.

[0024] In a second aspect, the present application provides a method for managing clothing pattern resources, including: Receiving the clothing pattern templates edited and generated by the user according to the clothing pattern template editing interface; For the real-time generated clothing pattern templates, performing duplicate clothing pattern template detection according to the feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding; retaining the non-duplicate clothing pattern templates and storing them in the clothing pattern resource library according to the hierarchical features and multi-scenario adaptation storage method, and generating modification prompt information for the duplicate clothing pattern templates; Obtaining the clothing pattern templates selected by the user for listing and releasing or withdrawing from the shelves by using the clothing pattern template shelf operation interface; Receive the application form for clothing pattern resources submitted by external users or the requirement form for invoking clothing pattern resources submitted by internal users under the demand conditions of different operation scenarios; approve the application form for clothing pattern resources submitted by external users, and match the preset first scenario dimension features according to the operation scenario type corresponding to the content of the application form for clothing pattern resources after the approval is passed. Complete the retrieval of clothing pattern templates and provide download operations according to the matched first scenario dimension features; match the preset second scenario dimension features according to the operation scenario type corresponding to the content of the requirement form for invoking clothing pattern resources submitted by internal users, and complete the retrieval of clothing pattern templates and provide download operations according to the matched second scenario dimension features.

[0025] By adopting the above solution, it is possible to avoid multiple warehousing of the same clothing pattern template, reduce the resource redundancy rate, and store information according to the hierarchical features and multi-scenario adaptation storage method, which is convenient for organizing and retrieving template resources and improving the work efficiency of the design team; and perform targeted resource retrieval according to different operation scenario requirements to meet the usage needs of external users and internal users, and optimize the screening and usage process of clothing pattern resources.

[0026] In summary, the present application has the following beneficial effects: Adopt a feature matching and dynamic filtering detection method including feature layering and cross-level feature binding to detect duplicates of the clothing pattern templates uploaded in real time, retain the non-duplicate clothing pattern templates and store them in the resource library, generate modification prompts for the duplicate clothing pattern templates, reduce the redundancy rate of the clothing pattern resource library, and reduce resource consumption and labor costs; adopt a hierarchical feature and multi-scenario adaptation storage method to store the clothing pattern templates, making the organization and retrieval of clothing pattern resources more efficient and orderly, and improving the work efficiency of the design team; match the preset dimension features according to different operation scenario requirements to complete the retrieval of clothing pattern resources, so that designers can find suitable clothing pattern templates more quickly, and accelerate the speed and quality of new product development. Description of the Drawings

[0027] Figure 1 It is a schematic structural diagram of the clothing pattern resource management system described in the specific embodiment; Figure 2 It is a flowchart of the clothing pattern resource management method described in the specific embodiment. Detailed Embodiments

[0028] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below with reference to the drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present application and are not used to limit the present application.

[0029] Such as Figure 1As shown in the figure, an embodiment of the present application discloses a clothing pattern resource management system, which specifically includes: a clothing pattern resource creation module 1, a clothing pattern resource display module 2, and a clothing pattern resource usage module 3; among them, the clothing pattern resource creation module 1 is used to create and manage clothing pattern resources. A clothing pattern (Pattern) is the core technical document for clothing production, referring to the clothing cut sample generated by flat pattern making or three-dimensional cutting methods. It is the bridge connecting design and ready-to-wear clothing, determining the outline, structure, size, and process details of the clothing. That is, the clothing pattern resource refers to the collection of clothing patterns including designs of different materials, styles, sizes, or colors, etc. in clothing design and production; the clothing pattern resource display module 2 is used to display and operate the online and offline of clothing patterns; the clothing pattern resource usage module 3 is used to process the applications and calls of internal and external users for clothing pattern resources, realizing the full-process management of clothing pattern resources.

[0030] Specifically, the clothing pattern resource creation module 1 includes a clothing pattern editing unit 11, a clothing pattern duplication detection unit 12, and a clothing pattern storage unit 13.

[0031] The clothing pattern editing unit 11 is used to provide a clothing pattern editing interface, like a design drawing board, allowing users to freely edit clothing patterns; for example: the clothing pattern editing interface is designed with a button of "create a new clothing pattern resource". After receiving the operation of clicking the "create a new clothing pattern resource" button, a new clothing pattern is added to the clothing pattern resource library, and the status is set to "draft" and the "clothing pattern resource details" page is displayed. When it is detected that the user clicks the operation to enter the "clothing pattern resource details" page, the user's corresponding clothing pattern features (such as: style, silhouette, region, etc. attribute information features) selected, drawn, or uploaded on the page are received; among them, the "clothing pattern resource details" page is set with a home page and several sub-pages, and the home page and several sub-pages are respectively designed with different hierarchical feature information allowing users to edit.

[0032] Among them, when providing a clothing paper pattern editing interface, multiple sequentially operated editing interfaces are designed, and each editing interface corresponds to a hierarchical clothing paper pattern feature. The higher the level of the clothing paper pattern feature, the earlier the operation display order; for example, the home page of "Clothing Pattern Resource Details" corresponds to the first-level feature, and the first-level feature is generally set as the basic core feature, such as feature fields like "Product Type", "Silhouette", "Region", "Gender", etc.; the second and third levels can be correspondingly set as extended attribute features and in-depth detail features. Correspondingly, several sub-pages are stipulated to correspond to one level of features. For example, "Sample Data", "Style Drawing", "BOM", and "Size Table" are features of the same level. The lower-level features of "Sample Data" include "Printing Style", "Embroidery Style", "Filling Quantity or Cotton Quantity", and "Zipper Length", etc.; the lower-level features of "Style Drawing" include "Style Number", "Style Drawing", etc.; the lower-level features of "BOM" include "Fabric", "Filler", etc.; the lower-level features of the size table include "Clothing Length", "Chest Circumference", etc., including but not limited to the multi-level features described above.

[0033] The clothing paper pattern duplicate detection unit 12 is used to detect duplicate clothing paper patterns for the real-time generated clothing paper patterns according to the feature matching and dynamic filtering detection method that includes feature stratification and cross-level feature binding; among them, the features of the clothing paper pattern are stratified according to the preset hierarchical regulations (tree-like feature layers) of the clothing paper pattern features, and cross-level feature binding is performed; generally, when the user selects, draws, or uploads the corresponding clothing paper pattern feature information on the page, the feature stratification and the stratified features of the binding can be determined; dynamic filtering detection means that the uploaded clothing paper pattern is matched and compared with the clothing paper patterns in the clothing pattern resource library in real time. For example, the corresponding stratified feature comparison is performed, and finally a feature matching similarity value is obtained, and the clothing paper patterns with a similarity higher than the preset similarity are filtered out, that is, the duplicate clothing paper patterns are screened and removed.

[0034] The clothing paper pattern storage unit 13 is used to retain the non-duplicate clothing paper patterns and store them in the clothing pattern resource library according to the stratified features and the multi-scenario adaptation storage method, and generate a modification prompt message for the duplicate clothing paper patterns; among them, considering that the features of the clothing paper pattern are stratified according to the preset hierarchical regulations of the clothing paper pattern features, label encoding storage is performed for each feature. For example, basic feature labels are marked for features such as product category, silhouette, and material in the clothing paper pattern, and label encoding is generated; considering the requirements of different operation scenarios, the relevance of different hierarchical features of the clothing paper pattern under different operation scenario types is analyzed and obtained for each operation scenario requirement, and the binding of different layer associated features and the marking of the binding degree are completed, and they are stored in the corresponding clothing pattern resource sub-library in the clothing pattern resource library marked with the operation scenario type in the form of key-value pairs.

[0035] In addition, in order to facilitate subsequent external users or internal users to search for clothing paper patterns, the clothing paper pattern storage unit 13 is also used to obtain different feature retrieval frequencies for searching by user input features in different historical operation scenarios. On the basis of completing feature stratification according to the preset hierarchical regulations of the relevant clothing paper pattern features, the level of the features whose feature retrieval frequency is greater than the preset retrieval frequency can be improved, such as: improving by one level; re-analyzing and obtaining the correlation of different levels of features of clothing paper patterns under different operation scene types, completing the binding of related features at different levels and marking the degree of binding, and storing them in the form of key-value pairs in the corresponding clothing paper pattern resource sub-library in the clothing paper pattern resource library marked with the operation scene type.

[0036] Specifically, the clothing paper pattern resource display module 2 includes a clothing paper pattern loading and unloading operation unit 21 and a clothing paper pattern display hall unit 22 .

[0037] The clothing paper sample delisting and delisting operation unit 21 is used to provide a clothing paper sample delisting and delisting operation interface for users to choose to put on the shelves for publication; for example, the "clothing paper sample delisting and delisting operation interface" is designed to add a clothing paper sample "Publish" button option on the basis of the "clothing paper sample resource details" page, and receives the clothing paper sample selected for publication by the user, and displays the clothing paper sample publication status list page. A "Put on the shelves in the online exhibition hall" button is designed on the clothing paper sample publication status list page. After receiving the user's selection of multiple published clothing paper samples and the "Put on the shelves in the online exhibition hall" button operation, the clothing paper sample listing status in the "Clothing Paper Sample Resource Details" page is updated, and the multiple published clothing paper samples are displayed in the clothing paper sample display hall.

[0038] The clothing paper sample delisting and delisting operation unit 21 is also used to provide a clothing paper sample delisting and delisting operation interface for users to choose to delist and withdraw clothing paper samples; for example, the "clothing paper sample delisting and delisting operation interface" is designed to add a "delisting from online exhibition hall" button on the clothing paper sample publishing status list page, receive the user's delisting operation for any clothing paper sample in the on-shelf status on the clothing paper sample publishing status list page, update the delisting status of the clothing paper sample in the "clothing paper sample resource details" page, and remove the clothing paper sample selected for delisting from the clothing paper sample exhibition hall.

[0039] The clothing paper sample display hall unit 22 is used to display the clothing paper samples selected for release.

[0040] Specifically, the clothing pattern resource using module 3 includes an external application processing unit 31 and an internal call processing unit 32, which are used to receive clothing pattern resource application forms submitted by external users or clothing pattern resource call request forms submitted by internal users under different operating scenario requirements.

[0041] The external application processing unit 31 is used to review and approve the clothing pattern resource application form received from the external user in the operation scenario where the external user applies to use the clothing pattern resource, and after the review and approval is passed, match the preset first scenario dimension feature according to the operation scenario type corresponding to the content of the clothing pattern resource application form, complete the clothing paper sample retrieval and provide the download operation according to the matched first scenario dimension feature; wherein the specific review and approval includes: the external user's login authority review, the external user's application authority review, etc.; the first scenario dimension feature refers to the scenario dimension feature that matches the operation scenario type where the external user applies to use the clothing pattern resource, and obtains the typical scenario dimension feature under the corresponding scenario type according to the statistical analysis of the feature requirements of the external user under the operation scenario type where the external user applies to use the clothing pattern resource in history, such as: the external user's application for clothing resources mainly involves the features belonging to the basic features (such as: style, silhouette, color), the features belonging to the generation process (such as: fabric features, cutting parameters), etc.

[0042] The internal call processing unit 32 is used to match the preset second scene dimension feature with the operation scene type corresponding to the content of the clothing pattern resource call request form submitted by the internal user in the operation scene in which the internal user applies to call the clothing pattern resource, and complete the clothing paper sample retrieval and provide the download operation according to the matching second scene dimension feature; wherein, the second scene dimension feature refers to the scene dimension feature that matches the operation scene type in which the internal user applies to call the clothing pattern resource, and obtains the typical scene dimension feature under the corresponding scene type according to the statistical analysis of the feature requirements of the internal user under the operation scene type in which the internal user applies to call the clothing pattern resource in the past, such as: the internal user's application for clothing resources mainly involves the features belonging to the design elements and the features belonging to the target market positioning (such as: pattern parameters, regional preferences), etc. In addition, in order to further ensure the security of resource call, it is also used to pre-audit the clothing pattern resource call request form submitted by the internal user, including: internal user account security approval, internal user resource call authority approval, etc.

[0043] In summary, the entire system disclosed in this embodiment realizes efficient management of the entire process of clothing paper pattern resources, specifically involving the full-process management of clothing paper pattern creation, clothing paper pattern display, and clothing paper pattern use. Compared with traditional management methods, it reduces resource waste and labor costs, and improves the work efficiency of the design team.

[0044] A specific embodiment, considering that most of the clothing paper samples of actual clothing paper pattern resources are not generated based on user editing one by one, a large part of them are directly uploaded by users to the proofing sheet or related materials, and the clothing paper samples are generated after information extraction. The clothing paper pattern resource creation module 1 in the system also includes: a clothing paper sample information uploading and automatic generation unit 14.

[0045] The clothing paper pattern information uploading and automatic generation unit 14 is further configured to provide a clothing paper pattern uploading interface for the user to directly upload proofing orders, sales orders, and complete clothing paper patterns, extract the characteristics of the clothing paper patterns by using natural language technology or image recognition technology, and analyze and integrate them to generate clothing paper patterns; Among them, the clothing paper pattern uploading interface is provided with a user identity selection box for the user to select identity information such as "external user" or "internal user"; according to the user identity selected by the user, different uploading requirements and precautions are displayed by using the clothing paper pattern uploading interface, such as: the company information, contact information, etc. that need to be uploaded by external users, and the personal information of the company's internal system can be directly uploaded by internal users; Among them, in the process of extracting the characteristics of the clothing paper pattern by using natural language technology or image recognition technology, the NLP technology is used to analyze the text information in the proofing order and the sales order, and the key characteristics of the clothing paper pattern are identified and extracted through predefined rules and machine learning models; similarly, the key characteristics of the clothing paper pattern are extracted by using image recognition technology.

[0046] Among them, in the process of analyzing and integrating to generate clothing paper patterns, according to the user identity selected by the user, the user types are divided. According to whether the external user is a registered user and the usage frequency, for registered users or external users with a usage frequency greater than the preset usage frequency, according to the analysis of the preferences of historical external users for clothing paper patterns, the key characteristics of the clothing paper pattern are correspondingly integrated to generate clothing paper patterns that meet the preferences of external users; for unregistered users or external users with a usage frequency not greater than the preset usage frequency, according to the preset regular pattern of the clothing paper pattern, the key characteristics of the clothing paper pattern are correspondingly integrated to generate clothing paper patterns that meet the template settings.

[0047] The clothing paper pattern information uploading and automatic generation unit 14 is further configured to, after generating the clothing paper pattern, conduct information review on the generated clothing paper pattern before performing duplicate detection; according to the user identity basis for generating the clothing paper pattern, correspondingly match the preset information review strategy, such as: under the corresponding basic conditions for external users, match the first preset information review strategy, including: there are no contradictions between the proofing order and the sales order, the information matching degree between the complete clothing paper pattern and the sales order is greater than the preset matching degree, etc.; under the corresponding basic conditions for internal users, match the second preset information review strategy, including: in addition to the basic review in the first preset information review strategy, combined with the resources in the internal resource library, judge whether the material information and production process equipment requirements in the clothing paper pattern exceed the resources in the internal resource library. For clothing paper patterns that exceed the resources in the internal resource library, judge that the information review fails, adjust or re-extract features (such as: replace similar features), and re-generate the clothing paper pattern.

[0048] In a specific embodiment, in order to further ensure the accuracy of the repetitive detection of the clothing paper pattern, the clothing paper pattern repetitive detection unit 12 in the clothing paper pattern resource creation module 1 of the system is further configured to, during the process of detecting repetitive clothing paper patterns according to the feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding, pre-encode each layer of features using hash coding and select a hash coding method with a higher complexity for features with lower levels; for example, use the MD5, SHA-1, SHA-256 or SHA-3 hash algorithms to complete the encoding of each layer of features for the first-layer features, second-layer features, and third-layer features respectively; analyze the correlation relationship between the hierarchical clothing paper pattern features in different operation scenarios, complete the cross-level feature association in different operation scenarios and construct a feature association map. The clothing paper pattern repetitive detection unit 12 in the clothing paper pattern resource creation module 1 of the system is further configured to use the hierarchical staged detection method to perform feature matching between the newly uploaded clothing paper pattern and each clothing paper pattern in the clothing paper pattern resource library respectively. During the hierarchical staged matching process, pre-extract and divide the feature levels in the newly created or newly uploaded clothing paper pattern, determine the operation scenario type and construct a feature association map.

[0049] In the clothing pattern resource creation module 1 of the system, the clothing pattern board duplicate detection unit 12 is also used to perform similarity matching for each layer of features, calculate the initial layer feature matching similarity according to the hash code. For example, for hash1 = [0.5, 0.5, -0.5, -0.5] and hash2 = [0.5, -0.5, 0.5, -0.5], calculate their cosine similarity. If it is determined that the initial layer feature matching similarity is not lower than the preset similarity result, it is determined that the newly created or newly uploaded clothing pattern board is a duplicate clothing pattern board. If it is determined that the initial layer feature matching similarity is lower than the preset similarity (such as 99%), continue to perform subsequent layer feature matching. According to the corresponding layer features (such as the second layer) and the associated upper layer features (such as the first layer) in the subsequent layer feature matching, combined with the feature association map, perform graph neural network feature matching, text content feature matching, and hash code feature matching, and calculate the weighted feature matching similarity. Specifically, it includes: inputting the feature association map corresponding to the layer features to be matched into the pre-constructed and trained graph neural network model through the graph neural network model to obtain the graph neural network feature matching similarity; calculating the similarity between the text vectors of the layer features to be matched to obtain the text content feature matching similarity; calculating the hash code similarity between the layers to be matched to obtain the hash code feature matching similarity, and calculating the weighted feature similarity of the next layer matching (such as the second layer). If it is determined that the feature matching similarity is not lower than the preset similarity result, it is determined that the newly created or newly uploaded clothing pattern board is a duplicate clothing pattern board; if not, continue to perform subsequent layer feature matching until the matching of the preset layer features is completed, and judge whether it is a duplicate clothing pattern board according to the weighted fusion result of the multi-layer matching similarity.

[0050] In addition, considering that it takes a long time and consumes a lot of resources to check the repeatability of each newly uploaded clothing pattern resource with each clothing pattern board in the clothing pattern resource library, in order to ensure a low repeat rate while reducing the time-consuming of the repeatability check, the system further includes: The clothing pattern board duplicate detection unit 12 in the clothing pattern resource creation module 1 is also used to regularly count the number of clothing pattern boards in the clothing pattern resource library, and perform a re-check on the duplicate clothing pattern boards in the current clothing pattern resource library to obtain the repeat rate of the duplicate clothing pattern boards in the current clothing pattern resource library; When the duplication rate of duplicate clothing pattern templates in the clothing pattern resource library is lower than the preset duplication rate, it indicates that the current clothing pattern resource library has a high success rate in duplicate checking during the creation and generation process. Obtain the quantity of the historical clothing pattern resource library, the time (consuming) for users to edit or upload clothing pattern templates, and the set preset level during the creation and generation of the clothing pattern resource library. Complete the mapping according to the corresponding quantity of the clothing pattern resource library, the time for users to edit or upload clothing pattern templates, and the set preset level, and generate a mapping table; Dynamically adjust the preset level according to the mapping table and the quantity of clothing pattern templates in the clothing pattern resource library determined in real time. And when the time for users to edit or upload clothing pattern templates obtained cannot meet the time requirements for users to edit or upload clothing pattern templates, generate a prompt message for users to wait.

[0051] In a specific embodiment, in order to further ensure the security of using or invoking clothing pattern resources, the clothing pattern resource usage module 3 in the system further includes: An artificial approval unit 33, which is used to provide an artificial approval operation interface and an artificial approval verification interface for users to conduct artificial approval on the clothing pattern resource application form or verify whether the approval result is correct, and correspondingly generate an artificial approval result and an artificial approval verification result and send them back to the clothing pattern resource usage module; The external application processing unit 31 in the clothing pattern resource usage module 3 is further used to directly send the clothing pattern resource application form submitted by external users to the artificial approval unit or send the approval result after approving the clothing pattern resource application form submitted by external users to the artificial approval unit.

[0052] In a specific embodiment, in order to facilitate external users to use or internal users to invoke clothing pattern resources and further optimize the retrieval method, the clothing pattern resource usage module 3 in the system is further used to, during the clothing pattern template retrieval process for matching first scenario dimension features or second scenario dimension features, according to the corresponding operation scenario type in the corresponding clothing pattern resource sub-library, adopt the B+ index method for the first-level features in the first scenario dimension features and the second scenario dimension features, and adopt the inverted index method for the subsequent-level features to complete the retrieval to obtain a number of clothing pattern templates.

[0053] In addition, in order to further meet the usage or invocation habits of users, analyze and obtain clothing pattern templates with a historical usage frequency higher than the preset usage frequency for external users or a historical invocation frequency higher than the preset invocation frequency for internal users. For all the retrieved clothing pattern templates, for each retrieved clothing pattern template, calculate the highest similarity with the analyzed and obtained clothing pattern templates, calculate the product of the usage frequency and the highest similarity, obtain the sorting value of the current corresponding clothing pattern template, and sort and display them in descending order according to the sorting values of all the retrieved clothing pattern templates.

[0054] In a specific embodiment, in order to make it as simple as possible for external users to use or for internal users to frequently call fashion pattern resources, the fashion pattern resource display module 2 in the system is further configured to provide a fashion pattern board display hall interface for users to select fashion pattern boards, obtain the fashion pattern boards downloaded by historical users, count the fashion pattern boards with a download frequency greater than a preset frequency within a preset time period adjacent to the current moment, and regularly and cyclically list and release the counted fashion pattern boards with a download frequency greater than the preset frequency to the fashion pattern board display hall.

[0055] As Figure 2 shown, an embodiment of a fashion pattern resource management method of the present application includes: S1. Receive the fashion pattern boards edited and generated by the user according to the fashion pattern board editing interface.

[0056] S2. For the real-time generated fashion pattern boards, perform duplicate fashion pattern board detection according to a feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding.

[0057] S3. Retain the non-duplicate fashion pattern boards and store them in the fashion pattern resource library according to the hierarchical features and multi-scenario adaptation storage method, and generate modification prompt information for the duplicate fashion pattern boards.

[0058] S4. Use the fashion pattern board listing and delisting operation interface to obtain the fashion pattern boards selected by the user for listing and releasing or delisting and withdrawing.

[0059] S5. Receive the fashion pattern resource application form submitted by external users or the fashion pattern resource call requirement form submitted by internal users under different job scenario requirement conditions, and complete the retrieval of fashion pattern boards and provide a download operation according to the content of the fashion pattern resource application form or the fashion pattern resource call requirement form.

[0060] Specifically, it includes: approving the fashion pattern resource application form submitted by external users, and after the approval is passed, matching the preset first scenario dimension features according to the job scenario type corresponding to the content of the fashion pattern resource application form, and completing the retrieval of fashion pattern boards and providing a download operation according to the matched first scenario dimension features; matching the preset second scenario dimension features according to the job scenario type corresponding to the content of the fashion pattern resource call requirement form submitted by internal users, and completing the retrieval of fashion pattern boards and providing a download operation according to the matched second scenario dimension features.

[0061] An embodiment of the present application also discloses a computer-readable storage medium.

[0062] Specifically, the computer-readable storage medium stores a computer program that can be loaded and executed by a processor, such as the above-mentioned clothing pattern resource management method. The computer-readable storage medium includes, for example, various media that can store program codes, such as USB flash drives, mobile hard disks, read-only memories (ROMs), random access memories (RAMs), magnetic disks, or optical discs.

[0063] An embodiment of the present application also discloses a computer device.

[0064] Specifically, the computer device includes a memory and a processor. The memory stores a computer program that can be loaded and executed by the processor, such as the above-mentioned clothing pattern resource management method.

[0065] The above are all preferred embodiments of the present application. The protection scope of the present application is not limited thereby. Any feature disclosed in this specification (including the abstract and drawings), unless specifically described, can be replaced by other equivalent or similar-purpose alternative features. That is, unless specifically described, each feature is only an example of a series of equivalent or similar features.

Claims

1. A clothing pattern resource management system, characterized in that, Including: A clothing pattern resource creation module, which is used to provide a clothing pattern template editing interface for users to edit and generate clothing pattern templates; For the clothing pattern templates generated in real time, perform duplicate clothing pattern template detection according to the feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding; retain the non-duplicate clothing pattern templates and store them in the clothing pattern resource library according to the hierarchical features and multi-scene adaptation storage method, and generate modification prompt information for the duplicate clothing pattern templates; A clothing pattern resource display module, which is used to provide an operation interface for putting clothing pattern templates on and taking them off the shelf for users to select to put on the shelf and release or take off the shelf and withdraw clothing pattern templates; A clothing pattern resource usage module, which is used to receive a clothing pattern resource application form submitted by an external user or a clothing pattern resource call requirement form submitted by an internal user under different job scenario requirement conditions; approve the clothing pattern resource application form submitted by an external user, and match the preset first scenario dimension features according to the job scenario type corresponding to the content of the clothing pattern resource application form after the approval passes, complete the retrieval of clothing pattern templates according to the matched first scenario dimension features and provide a download operation; match the preset second scenario dimension features according to the job scenario type corresponding to the content of the clothing pattern resource call requirement form submitted by an internal user, and complete the retrieval of clothing pattern templates according to the matched second scenario dimension features and provide a download operation.

2. The apparel pattern resource management system according to claim 1, wherein The clothing pattern resource creation module is also used to provide a clothing pattern template upload interface for users to directly upload proofing orders, sales orders and complete clothing pattern templates, use natural language technology or image recognition technology to complete the feature extraction of clothing pattern templates, and analyze and integrate them to generate clothing pattern templates; The clothing pattern resource creation module is also used to set a user identity selection box on the clothing pattern template upload interface for users to select the identity information of external users or internal users; obtain the selected user identity, and use the clothing pattern template upload interface to display different upload requirements and precautions; and after generating the clothing pattern template, before performing duplicate detection on the generated clothing pattern template, match the preset information review strategy for the generated clothing pattern template based on different user identities to correspondingly complete the information review of the clothing pattern template.

3. The apparel pattern resource management system according to claim 1, wherein Also including: An artificial approval unit, which is used to provide an artificial approval operation interface and an artificial approval verification interface for users to perform artificial approval on the clothing pattern resource application form or verify whether the approval result is correct, and correspondingly obtain the artificial approval result and the artificial approval verification result and send them back to the clothing pattern resource usage module; The clothing pattern resource usage module is also used to directly send the clothing pattern resource application form submitted by an external user to the artificial approval unit or send the approval result after approving the clothing pattern resource application form submitted by an external user to the artificial approval unit.

4. The apparel pattern resource management system according to claim 1, characterized in that The clothing pattern resource creation module is also used to design multiple sequentially operated editing interfaces when providing the clothing pattern template editing interface, each editing interface corresponds to a hierarchical clothing pattern template feature, and the higher the level of the clothing pattern template feature, the earlier the operation display order; The described clothing pattern resource creation module is also used to encode each layer of features using hash encoding during the detection of duplicate clothing pattern templates according to the feature matching and dynamic filtering detection method that includes feature stratification and cross-level feature binding, and select a hash encoding method with a higher complexity for features at lower levels; analyze the association relationships between the features of hierarchical clothing pattern templates in different operation scenarios, complete cross-level feature association in different operation scenarios, and construct a feature association map; Adopt a hierarchical and phased detection method to perform feature matching between the newly uploaded clothing pattern template and the clothing pattern templates stored in the clothing pattern resource library; The described clothing pattern resource creation module is also used to, during the hierarchical phased matching process, pre-extract and divide the feature levels in the newly created or newly uploaded clothing pattern template, determine the operation scenario type, and construct a feature association map; calculate the initial layer feature matching similarity according to the hash encoding. If it is determined that the initial layer feature matching similarity is not lower than the preset similarity result, it is determined that the newly created or newly uploaded clothing pattern template is a duplicate clothing pattern template; if it is determined that the initial layer feature matching similarity is lower than the preset similarity result, continue to perform subsequent layer feature matching. According to the corresponding layer features and the associated upper layer features in the next layer feature matching, combined with the feature association map, perform graph neural network feature matching, text content feature matching, and hash encoding feature matching, and calculate the weighted feature matching similarity; if it is determined that the feature matching similarity is not lower than the preset similarity result, it is determined that the newly created or newly uploaded clothing pattern template is a duplicate clothing pattern template; if it is determined that the feature matching similarity is lower than the preset similarity result, continue to perform subsequent layer feature matching until the matching of the preset layer features is completed, and determine whether it is a duplicate clothing pattern template according to the weighted fusion result of the multi-layer matching similarity.

5. The apparel pattern resource management system according to claim 4, wherein The described clothing pattern resource creation module is also used to regularly count the number of clothing pattern templates in the clothing pattern resource library, and recheck the duplicate clothing pattern templates in the current clothing pattern resource library to obtain the duplication rate of the duplicate clothing pattern templates in the current clothing pattern resource library; when it is determined that the duplication rate of the duplicate clothing pattern templates in the clothing pattern resource library is lower than the preset duplication rate condition, obtain and generate a mapping table according to the mapping of the number of clothing pattern templates in the corresponding clothing pattern resource library, the user editing or uploading time of the clothing pattern template, and the set preset level; dynamically adjust the preset level according to the mapping table and the number of clothing pattern templates in the clothing pattern resource library determined in real time, and when the obtained user editing or uploading time of the clothing pattern template cannot meet the user's editing or uploading time requirements, generate a prompt message for the user to wait.

6. The apparel pattern resource management system according to claim 1, characterized in that The described clothing pattern resource creation module is also used to, during the process of retaining non-repeated clothing pattern templates and storing them according to the hierarchical features and multi-scenario adaptation storage method, complete the feature stratification for the features of the clothing pattern templates according to the preset hierarchical regulations regarding the features of the clothing pattern templates, and perform label coding storage for each feature; considering the requirements of different operation scenarios, analyze and obtain the relevance of different hierarchical features of the clothing pattern templates under different operation scenario types for each operation scenario requirement respectively, complete the binding of associated features at different levels and mark the binding degree, and store them in the corresponding clothing pattern resource sub-library in the clothing pattern resource library marked with the operation scenario type in the form of key-value pairs.

7. The apparel pattern resource management system according to claim 6, wherein The described clothing pattern resource creation module is also used to obtain the retrieval frequencies of each feature under different historical operation scenario types. On the basis of completing the feature stratification according to the preset hierarchical regulations regarding the features of the clothing pattern templates, raise the level of the feature where the feature retrieval frequency is greater than the preset retrieval frequency; re-analyze and obtain the relevance of different hierarchical features of the clothing pattern templates under different operation scenario types, complete the binding of associated features at different levels and mark the binding degree, and store them in the corresponding clothing pattern resource sub-library in the clothing pattern resource library marked with the operation scenario type in the form of key-value pairs.

8. The apparel pattern resource management system according to claim 1, wherein When the described clothing pattern resource usage module is also used to complete the retrieval of clothing pattern templates for the matched first scenario dimension feature or second scenario dimension feature, in the corresponding clothing pattern resource sub-library according to the corresponding operation scenario type, adopt the B+ index method for the first-level features in the first scenario dimension feature and the second scenario dimension feature, and adopt the inverted index method for the subsequent hierarchical features to complete the retrieval to obtain a number of clothing pattern templates.

9. The apparel pattern resource management system according to claim 1, characterized in that, The described clothing pattern resource display module is also used to provide a clothing pattern template display hall interface for users to select clothing pattern templates, obtain the clothing pattern templates downloaded by historical users, count the clothing pattern templates whose download frequency is greater than the preset frequency within a preset time period adjacent to the current moment, and regularly and circularly list and release the counted clothing pattern templates with a download frequency greater than the preset frequency to the clothing pattern template display hall.

10. A method for managing clothing pattern resources, characterized in that, Including: Receiving the clothing pattern templates edited and generated by users according to the clothing pattern template editing interface; For the real-time generated clothing pattern templates, performing duplicate clothing pattern template detection according to the feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding; retaining the non-repeated clothing pattern templates and storing them in the clothing pattern resource library according to the hierarchical features and multi-scenario adaptation storage method, and generating modification prompt information for the duplicate clothing pattern templates; Obtaining the clothing pattern templates selected by users for listing and releasing or taking off the shelf and withdrawing according to the clothing pattern template listing and taking off the shelf operation interface; Receive the application form for clothing pattern resources submitted by external users or the demand form for invoking clothing pattern resources submitted by internal users under the requirements of different operation scenarios; approve the application form for clothing pattern resources submitted by external users, and match the preset first scenario dimension features according to the operation scenario type corresponding to the content of the application form for clothing pattern resources after the approval is passed. Complete the retrieval of clothing pattern templates and provide download operations according to the matched first scenario dimension features; match the preset second scenario dimension features according to the operation scenario type corresponding to the content of the demand form for invoking clothing pattern resources submitted by internal users, and complete the retrieval of clothing pattern templates and provide download operations according to the matched second scenario dimension features.

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