A clothing pattern resource management system and method

Abstract

The present application discloses a clothing pattern resource management system and method, the system comprising: a clothing pattern resource creation module for providing a clothing pattern editing interface for users to edit and generate clothing pattern; for clothing pattern generated in real time, duplicate clothing pattern detection is performed based on feature matching and dynamic filtering detection methods; non-duplicate clothing pattern are retained and stored according to layered features and multi-scenario adaptive storage methods; a clothing pattern resource display module for providing a clothing pattern on-shelf and off-shelf operation interface for users to select clothing pattern on-shelf and off-shelf; and a clothing pattern resource utilization module for receiving 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, thereby completing corresponding clothing pattern retrieval and providing download operations. The present application can avoid resource waste and extended design cycles caused by multiple storage of the same clothing pattern.

Description

Technical Field

[0001] The present application relates to the technical field of resource management, and in particular to a clothing pattern resource management system and method. Background Art

[0002] With the rapid development of the apparel industry, information management tools have become key to improving efficiency and reducing errors. Apparel design and production involve numerous processes and departments, such as design and development responsible for the creative design of new styles, supply chain management responsible for controlling material supply, and production and quality control departments responsible for ensuring product quality. Information management can promote collaboration among departments and enable efficient data flow and sharing. However, traditional clothing pattern resource management often relies on manual recording and tracking, which can easily lead to duplication of work, data loss, and version confusion, especially during the rapid iteration of multiple styles.

[0003] Currently, there are several apparel management software programs on the market that typically offer basic design drawing, bill of materials (BOM) management, and size chart generation. The design drawing function allows designers to create preliminary style designs within the software, digitally presenting their creative ideas. BOM management helps companies clearly understand the various raw materials and parts needed for production and rationally plan procurement. Size chart generation accurately standardizes garment dimensions and ensures product consistency. These features significantly improve the efficiency of apparel design and production.

[0004] However, existing apparel management software is inadequate when it comes to managing clothing pattern resources. This is especially true when managing complex, multi-style pattern libraries. The software lacks effective mechanisms to prevent duplicate entries and the ability to accurately match product categories, leading to wasted pattern resources and extended design cycles. The inability to accurately identify duplicate clothing patterns can lead to multiple entries of the same pattern, resulting in redundant resources. Furthermore, the software cannot accurately match clothing patterns to specific use cases, causing designers to waste significant time searching for the right pattern, impacting the overall design process. Summary of the Invention

[0005] In order to avoid resource waste and extended design cycle caused by multiple storage of the same clothing paper pattern, the present application provides a clothing paper pattern resource management system and method.

[0006] In a first aspect, the present application provides a clothing pattern resource management system, comprising:

[0007] The clothing pattern resource creation module is used to provide a clothing pattern editing interface for users to edit and generate clothing pattern. For clothing pattern generated in real time, duplicate clothing pattern detection is performed based on feature matching and dynamic filtering detection methods that include feature layering and cross-level feature binding. Non-duplicate clothing pattern samples are retained and stored in the clothing pattern resource library according to the layered feature and multi-scenario adaptive storage method. Modification prompt information is generated for duplicate clothing pattern samples.

[0008] The clothing pattern resource display module is used to provide an operation interface for clothing pattern release and removal, allowing users to choose to release or remove clothing pattern;

[0009] The clothing pattern resource usage module is used to receive clothing pattern resource application forms submitted by external users or clothing pattern resource call demand forms submitted by internal users under different operating scenario requirements; to review and approve clothing pattern resource application forms submitted by external users, and after approval, to match the preset first scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource application form, and complete the clothing paper pattern retrieval and provide download operations based on the matched first scenario dimension features; to match the preset second scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource call demand form submitted by internal users, and complete the clothing paper pattern retrieval and provide download operations based on the matched second scenario dimension features.

[0010] By adopting the above solution, the clothing paper pattern resource creation module is used to perform duplicate detection on the clothing paper patterns generated by real-time editing, and non-duplicate clothing paper patterns are stored according to layered features and multi-scenario adaptive storage methods, reducing the redundancy rate of pattern entry and facilitating subsequent retrieval; the clothing paper pattern resource display module is used to provide an operation interface for clothing paper pattern on and off the shelves, which is convenient for users to manage the release and withdrawal of clothing paper patterns; the clothing paper pattern resource use module is used to apply for approval and matching retrieval for different users and operation scenarios, which allows users to find clothing paper pattern resources that meet their needs more quickly and accelerate new product development.

[0011] Preferably, the clothing paper pattern resource creation module is further configured to provide a clothing paper sample upload interface for users to directly upload proofing sheets, sales orders, and complete clothing paper samples, and to extract clothing paper sample features using natural language technology or image recognition technology, and to generate clothing paper samples through analysis and fusion.

[0012] The clothing paper pattern resource creation module is further used to set a user identity selection box on the clothing paper sample upload interface for the user to select the identity information of an external user or an internal user; obtain the selected user identity, and use the clothing paper sample upload interface to display different upload requirements and precautions; and after generating the clothing paper sample, before repeatedly testing the generated clothing paper sample, match the generated clothing paper sample with a preset information review strategy based on different user identities to complete the information review of the clothing paper sample.

[0013] By adopting the above solution, a direct upload interface for clothing paper samples is provided so that users can directly upload relevant information, and natural language technology or image recognition technology is used to accurately extract clothing paper sample information from the uploaded relevant information and generate clothing paper samples, thereby enriching the methods of acquiring clothing paper sample resources and collecting clothing paper sample resources more comprehensively. In addition, the design selects the identity information for uploading relevant information, displays the upload requirements accordingly, and matches different information review strategies after generating clothing paper samples.

[0014] Preferably, it also includes:

[0015] The manual approval unit is used to provide a manual approval operation interface and a manual approval verification interface for users to manually approve the clothing pattern resource application form or verify whether the approval result is correct. The manual approval result and manual approval verification result are obtained and sent back to the clothing pattern resource usage module;

[0016] The clothing pattern resource utilization module is also used to directly send the clothing pattern resource application form submitted by the external user to the manual approval unit or send the approval result of the clothing pattern resource application form submitted by the external user to the manual approval unit.

[0017] By adopting the above solution, a manual review operation interface and a manual approval verification interface are provided for users to manually review or verify the review results of the clothing pattern resource application form, ensuring the accuracy and reliability of the application review. The generated manual review results and manual review verification results are sent back to the clothing pattern resource usage module, allowing the clothing pattern resource usage module to perform subsequent operations based on the accurate approval results.

[0018] Preferably, the clothing paper pattern resource creation module is further configured to design a plurality of editing interfaces for sequential operation display when providing a clothing paper pattern editing interface, wherein each editing interface corresponds to a level of clothing paper pattern features, and clothing paper pattern features with higher levels have an earlier operation display sequence;

[0019] The clothing pattern resource creation module is further configured to, during repeated clothing pattern detection based on a feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding, encode each layer of features using hash coding and select a hash coding method with higher complexity for features at lower levels; analyze the association between hierarchical clothing pattern features under different operating scenarios, complete cross-level feature association under different operating scenarios, and construct a feature association map; and perform feature matching between newly uploaded clothing pattern samples and clothing pattern samples stored in a clothing pattern resource library using a hierarchical phased detection method;

[0020] The clothing pattern resource creation module is further configured to pre-extract and divide the feature hierarchies of the newly created or newly uploaded clothing paper pattern in a hierarchical phased matching process, determine the operation scenario type, and construct a feature association graph; calculate the initial-level feature matching similarity based on the hash code, and if it is determined that the initial-level feature matching similarity is not less than a preset similarity result, determine that the newly created or newly uploaded clothing paper pattern is a duplicate clothing paper pattern; if it is determined that the initial-level feature matching similarity is less than the preset similarity result, continue to perform subsequent hierarchical feature matching, and perform graph neural network feature matching, text content feature matching, and hash code feature matching based on the corresponding layer features and the associated previous layer features in the next-level feature matching, combined with the feature association graph, and calculate the feature matching similarity in a weighted manner; if it is determined that the feature matching similarity is not less than the preset similarity result, determine that the newly created or newly uploaded clothing paper pattern is a duplicate clothing paper pattern; if it is determined that the feature matching similarity is less than the preset similarity result, continue to perform subsequent hierarchical feature matching until the matching of the preset hierarchical features is completed, and determine whether it is a duplicate clothing paper pattern based on the weighted fusion result of the multi-layer matching similarity.

[0021] By adopting the above scheme, an editing interface with multiple sequential operation displays and each sequential operation display corresponding to a layer of clothing paper sample features is designed, allowing users to edit clothing paper sample feature information in an orderly manner according to the hierarchy; hash coding is used to encode the feature information of each layer, and a more complex coding method is used for the high-level layer. The hierarchical feature dependency relationship under different operation scenarios is analyzed and a feature association map is constructed. A hierarchical phased detection method is used for feature matching. By combining multiple matching methods and weighted similarity calculation, it is possible to accurately determine whether the newly uploaded clothing paper sample is repeated, thereby reducing the redundancy rate of clothing paper samples.

[0022] Preferably, the clothing paper pattern resource creation module is also used to regularly count the number of clothing paper samples in the clothing paper pattern resource library, and perform repeated clothing paper sample rechecks on the clothing paper samples in the current clothing paper pattern resource library to obtain the repetition rate of repeated clothing paper samples in the current clothing paper pattern resource library; under the condition that it is determined that the repetition rate of repeated clothing paper samples in the clothing paper pattern resource library is lower than the preset repetition rate, obtain and complete mapping according to the number of clothing paper samples in the corresponding clothing paper pattern resource library, the time when the user edits or uploads the clothing paper sample, and the set preset level, and generate a mapping table; dynamically adjust the preset level according to the mapping table and the number of clothing paper samples in the clothing paper pattern resource library determined in real time, and when the obtained time when the user edits or uploads the clothing paper sample cannot meet the time requirement for the user to edit or upload the clothing paper sample, generate a prompt message for the user to wait.

[0023] By adopting the above solution, the number of clothing paper samples in the resource library is regularly counted and duplicate samples are rechecked, the repetition rate is obtained, and when the repetition rate is lower than the preset value, mapping is performed to obtain a mapping table, thereby establishing an association relationship based on the number of clothing paper samples, user upload time and preset level; the preset level is adjusted according to the mapping table and real-time information, flexibly adapting to changes in the resource library and user needs, improving system operation efficiency and user experience, and further reducing the redundancy rate of clothing paper samples.

[0024] Preferably, the clothing paper pattern resource creation module is also used to complete the feature stratification according to the preset hierarchical regulations of the relevant clothing paper pattern features while retaining non-repetitive clothing paper patterns and completing the storage process according to the hierarchical features and multi-scene adaptation storage method, and perform label encoding and storage for each feature; considering the requirements of different operating scenarios, the correlation of different levels of features of clothing paper patterns under different operating scenario types is analyzed for each operating scenario requirement, and the binding of related features at different levels and the marking of the binding degree are completed, and the corresponding clothing paper pattern resource sub-library is stored in the clothing paper pattern resource library marked with the operating scenario type in the form of key-value pairs.

[0025] By adopting the above solution, the information features of clothing paper samples are layered and labeled according to preset hierarchical requirements. Taking into account the needs of different operating scenarios, the correlation between features at different levels is analyzed, and the associated features are bound and labeled. They are stored in the corresponding sub-library in the form of key-value pairs, making resource storage more organized and targeted, and better meeting the needs of different operating scenarios.

[0026] Preferably, the clothing pattern resource creation module is also used to obtain the retrieval frequency of each feature under different historical operation scene types, and on the basis of completing the feature stratification according to the preset hierarchical regulations of the relevant clothing paper pattern features, enhance the level of the features whose feature retrieval frequency is greater than the preset retrieval frequency; re-analyze and obtain the correlation of different levels of features of clothing paper patterns under different operation scene types, complete the binding of related features at different levels and labeling of the binding degree, and store 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.

[0027] By adopting the above solution, the feature level whose feature retrieval frequency is greater than the preset retrieval frequency is adjusted so that the high-frequency retrieval features are at a level that is easier to retrieve, thereby speeding up the retrieval speed.

[0028] Preferably, the clothing paper pattern resource utilization module is also used to complete the clothing paper pattern retrieval process for the matching first scene dimension feature or the second scene dimension feature, and according to the corresponding operation scene type, in the corresponding clothing paper pattern resource sub-library, the first-level features in the first scene dimension feature and the second scene dimension feature are indexed using the B+ index method, and the subsequent hierarchical features are indexed using the inverted index method to complete the retrieval to obtain a number of clothing paper patterns.

[0029] By adopting the above solution, in the clothing pattern resource sub-library corresponding to the operation scenario type, the B+ index and inverted index method are used to complete the clothing paper pattern resource retrieval, and several clothing paper patterns are obtained, which facilitates the screening of pattern resources that meet user needs.

[0030] Preferably, the clothing paper pattern resource display module is also used to provide a clothing paper sample display hall interface for users to select clothing paper samples, obtain clothing paper samples that historical users have chosen to download, count the clothing paper samples whose download frequency is greater than the preset frequency within a preset time period near the current moment, and regularly release the clothing paper samples whose download frequency is greater than the preset frequency to the clothing paper sample display hall.

[0031] By adopting the above solution, frequently downloaded clothing paper samples are regularly put on the shelves in a cycle, which increases the exposure of popular clothing paper samples, makes it easier for users to quickly find commonly used high-quality sample resources, and improves the efficiency of users in selecting and using samples.

[0032] In a second aspect, the present application provides a method for managing clothing pattern resources, comprising:

[0033] Receive the clothing paper sample generated by the user through the clothing paper sample editing interface;

[0034] For clothing paper patterns generated in real time, duplicate clothing paper patterns are detected based on feature matching and dynamic filtering detection methods that include feature layering and cross-level feature binding; non-duplicate clothing paper patterns are retained and stored in the clothing paper pattern resource library according to the layered feature and multi-scene adaptation storage method, and modification prompts are generated for duplicate clothing paper patterns;

[0035] Use the clothing paper sample release and removal operation interface to obtain the clothing paper sample that the user chooses to release or remove;

[0036] 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; approve the clothing pattern resource application forms submitted by external users, and after approval, match the preset first scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource application form, complete the clothing paper pattern retrieval and provide download operations based on the matched first scenario dimension features; match the preset second scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource call request form submitted by internal users, complete the clothing paper pattern retrieval and provide download operations based on the matched second scenario dimension features.

[0037] By adopting the above solution, the same clothing paper sample can be avoided from being put into storage multiple times, the resource redundancy rate can be reduced, and information can be stored according to hierarchical characteristics and multi-scenario adaptive storage methods, which facilitates the organization and retrieval of sample resources and improves the work efficiency of the design team. Targeted resource retrieval can be carried out according to the needs of different operating scenarios to meet the needs of external and internal users and optimize the screening and use process of clothing paper pattern resources.

[0038] In summary, this application has the following beneficial effects:

[0039] A feature matching and dynamic filtering detection method including feature layering and cross-level feature binding is used to perform duplicate detection on the clothing paper patterns uploaded in real time. Non-duplicate clothing paper patterns are retained and stored in the resource library, and modification prompts are generated for duplicate clothing paper patterns, which reduces the redundancy rate of the clothing paper pattern resource library, reduces resource consumption and labor costs; layered features and multi-scenario adaptive storage methods are used to store clothing paper patterns, making the organization and retrieval of clothing paper pattern resources more efficient and orderly, and improving the work efficiency of the design team; clothing paper pattern resource retrieval is completed by matching preset dimensional features according to the requirements of different operating scenarios, so that designers can find suitable clothing paper patterns more quickly and accelerate the speed and quality of new product development. BRIEF DESCRIPTION OF THE DRAWINGS

[0040] Figure 1 Schematic diagram of the structure of the clothing pattern resource management system described in a specific embodiment;

[0041] Figure 2Flowchart of the clothing pattern resource management method in a specific embodiment. DETAILED DESCRIPTION

[0042] In order to make the purpose, technical solutions and advantages of this application more clear, the following further describes this application in detail with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain this application and are not intended to limit this application.

[0043] like Figure 1 As shown, the 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 utilization module 3; wherein, the clothing pattern resource creation module 1 is used to create and manage clothing pattern resources, and a clothing pattern (Pattern) is a core technical file for clothing production, which refers to a clothing cutting pattern generated by a flat plate making or a three-dimensional cutting method. It is a bridge connecting design and finished clothing, and determines the outline, structure, size and process details of the clothing, that is, a clothing pattern resource refers to a collection of clothing paper patterns including designs of different materials, styles, sizes or colors in clothing design and production; the clothing pattern resource display module 2 is used to display and operate the loading and unloading of clothing paper patterns; the clothing pattern resource utilization module 3 is used to process the application and call of clothing pattern resources by internal and external users, thereby realizing the full-process management of clothing paper pattern resources.

[0044] Specifically, the clothing paper pattern resource creation module 1 includes a clothing paper pattern editing unit 11 , a clothing paper pattern duplication detection unit 12 and a clothing paper pattern storage unit 13 .

[0045] The clothing paper pattern editing unit 11 is used to provide a clothing paper pattern editing interface, which is like a design drawing board, allowing users to freely edit clothing paper patterns. For example, the clothing paper pattern editing interface is designed with a "New Clothing Pattern Resource" button. After receiving the operation of clicking the "New Clothing Pattern Resource" button, a clothing paper pattern is added to the clothing paper pattern resource library, and the status is set to "Draft" and the "Clothing Pattern Resource Details" page is displayed. When the user clicks the operation, the "Clothing Pattern Resource Details" page is entered, and the user selects, draws or uploads the corresponding clothing paper pattern features (such as style, silhouette, region and other attribute information features) on the page. The "Clothing Pattern Resource Details" page is provided with a homepage and several subpages, and the homepage and the several subpages are respectively designed to allow the user to edit different levels of feature information.

[0046] Among them, when providing a clothing paper pattern editing interface, multiple editing interfaces for sequential operation display are designed, and each editing interface corresponds to a level of clothing paper pattern features. The higher the level of clothing paper pattern features, the earlier the operation display order; for example, the homepage of the "clothing paper pattern resource details" corresponds to the first-level features, and the first-level features are generally set as basic core features, such as: "product type", "silhouette", "region", "gender" and other feature fields; the second and third levels can be set as extended attribute features and deep detail features respectively, and accordingly, several sub-pages are specified to correspond to one-level features, such as: "pattern data", "style drawing", "BOM" and "size table" are the same-level features, and the lower-level features of "pattern data" include "printing style", "embroidery style", "filling amount or cotton amount" and "zipper length"; the lower-level features of "style drawing" include "style number", "style drawing" and so on; the lower-level features of "BOM" include "fabric", "filling", and so on; the lower-level features of the size table include "length", "chest circumference" and so on, including but not limited to the multi-level features recorded above.

[0047] The apparel paper pattern duplication detection unit 12 is configured to detect duplicate apparel paper patterns generated in real time based on a feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding. The features of the apparel paper patterns are stratified and cross-level feature binding is performed according to a preset hierarchical specification (tree-like feature layer) of the apparel paper pattern features. The feature stratification and bound hierarchical features are generally determined when a user selects, draws, or uploads corresponding apparel paper pattern feature information on a page. Dynamic filtering detection involves performing feature matching and comparison between the uploaded apparel paper pattern and the apparel paper pattern in the apparel paper pattern resource library in real time, such as comparing the corresponding hierarchical features, and ultimately obtaining a feature matching similarity value. Apparel paper patterns having a similarity higher than a preset similarity are filtered out, i.e., duplicate apparel paper patterns are eliminated.

[0048] The clothing paper pattern storage unit 13 is used to retain non-repeated clothing paper patterns and store them in the clothing paper pattern resource library according to the hierarchical features and multi-scene adaptation storage method, and generate modification prompt information for repeated clothing paper patterns; wherein, considering the characteristics of the clothing paper patterns, feature stratification is completed according to the preset hierarchical regulations of the relevant clothing paper pattern features, and label coding is performed for each feature. For example, the product category, silhouette, material and other features in the clothing paper pattern are marked with basic feature labels, and label codes are generated; considering the requirements of different operating scenarios, the correlation of different levels of features of clothing paper patterns under different operating scenario types is analyzed for each operating scenario requirement, and the binding of related features at different levels and the marking of the binding degree are completed, and the corresponding clothing paper pattern resource sub-library corresponding to the clothing paper pattern resource library marked with the operating scenario type is stored in the form of key-value pairs.

[0049] 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 feature whose feature retrieval frequency is greater than the preset retrieval frequency can be promoted, such as: promoting 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.

[0050] 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 .

[0051] The clothing paper sample on-shelf and off-shelf operation unit 21 is used to provide a clothing paper sample on-shelf and off-shelf operation interface for users to choose to put on the shelves and publish; for example, the "clothing paper sample on-shelf and off-shelf 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 after receiving the clothing paper sample selected for publication by the user, the clothing paper sample publication status list page is displayed, and 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 on the "clothing paper sample resource details" page is updated. The multiple published clothing paper samples are displayed in the clothing paper sample exhibition hall.

[0052] The clothing paper sample on-shelf and off-shelf operation unit 21 is also used to provide a clothing paper sample on-shelf and off-shelf operation interface for users to choose to remove and withdraw clothing paper samples; for example, the "clothing paper sample on-shelf and off-shelf operation interface" is designed to add a "Remove from online exhibition hall" button on the clothing paper sample release status list page, receive the user's selection to remove the clothing paper sample that is in the on-shelf status on the clothing paper sample release status list page, update the removal status of the clothing paper sample in the "Clothing Paper Sample Resource Details" page, and remove the clothing paper sample selected from the clothing paper sample exhibition hall.

[0053] The clothing paper sample display hall unit 22 is used to display the clothing paper samples selected for release.

[0054] Specifically, the clothing pattern resource utilization 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.

[0055] 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 in which the external user applies to use the clothing pattern resource. After the review and approval is passed, the unit matches the preset first scenario dimension feature according to the operation scenario type corresponding to the content of the clothing pattern resource application form, completes the clothing paper pattern retrieval and provides a download operation based on the matched first scenario dimension feature; wherein the specific content of the review and approval includes: the external user's login permission review, the external user's application permission review, etc.; the first scenario dimension feature refers to the scenario dimension feature that matches the operation scenario type in which the external user applies to use the clothing pattern resource, and obtains the typical scenario dimension feature under the corresponding scenario type based on the statistical analysis of the external user's feature requirements under the operation scenario type of the historical external user's application for the use of clothing pattern resources. For example, the external user's application for clothing resources mainly involves features belonging to basic features (such as style, silhouette, color), features belonging to the generation process (such as fabric features, cutting parameters), etc.

[0056] The internal call processing unit 32 is configured to, in the case of an internal user requesting to access apparel pattern resources, match the job scenario type corresponding to the apparel pattern resource request form submitted by the internal user with a preset second scenario dimension feature, complete apparel pattern retrieval and provide download operations based on the matching second scenario dimension feature. The second scenario dimension feature refers to a scenario dimension feature that matches the job scenario type for the internal user's apparel pattern resource request. Based on statistical analysis of internal users' feature requirements for the job scenario type, typical scenario dimension features for the corresponding scenario type are obtained. For example, internal users' apparel resource requests primarily involve features related to design elements and features related to target market positioning (e.g., pattern parameters and regional preferences). Furthermore, to further ensure resource access security, the unit is also configured to pre-audit apparel pattern resource request forms submitted by internal users, including internal user account security approval and internal user resource access permission approval.

[0057] 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.

[0058] In a specific embodiment, considering that most of the clothing paper samples in 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 through proofing sheets 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.

[0059] The clothing paper sample information uploading and automatic generation unit 14 is further used to provide a clothing paper sample uploading interface for users to directly upload proofing sheets, sales orders and complete clothing paper samples, use natural language technology or image recognition technology to complete clothing paper sample feature extraction, and analyze and fuse to generate clothing paper samples;

[0060] Among them, the clothing paper sample upload interface is provided with a user identity selection box for users to select identity information such as "external user" or "internal user"; based on the user identity selected by the user, the clothing paper sample upload interface displays different upload requirements and precautions, such as: external users need to upload company information, contact information, etc., while internal users can directly upload personal information from the company's internal system;

[0061] Among them, in the process of extracting the features of clothing paper samples using natural language technology or image recognition technology, NLP technology is used to parse the text information in the sample sheet and sales order, and the key features of the clothing paper sample are identified and extracted through predefined rules and machine learning models; similarly, image recognition technology is used to extract the key features of the clothing paper sample.

[0062] In the process of analyzing and integrating to generate clothing paper samples, user types are divided according to the user identity selected by the user. According to whether the external user is a registered user and the frequency of use, for registered users or external users whose usage frequency is greater than the preset frequency, based on the analysis of historical external users' preferences for clothing paper samples, the key features of the clothing paper samples are correspondingly integrated to generate clothing paper samples that meet the external users' preferences; for unregistered users or external users whose usage frequency is not greater than the preset frequency, based on the preset regular template of the clothing paper sample, the key features of the clothing paper sample are correspondingly integrated to generate clothing paper samples that meet the template settings.

[0063] The clothing paper sample information uploading and automatic generation unit 14 is further configured to perform information review on the generated clothing paper sample after the generated clothing paper sample is generated and before the generated clothing paper sample is repeatedly tested; match a preset information review strategy based on the user identity of the clothing paper sample generation, such as: matching a first preset information review strategy under the corresponding basic conditions for external users, including: there is no contradiction between the sample order and the sales order, and the information matching degree between the complete clothing paper sample and the sales order is greater than a preset matching degree; matching a second preset information review strategy under the corresponding basic conditions for internal users, including: in addition to the basic review in the first preset information review strategy, combining the internal resource library resources to determine whether the material information and production process equipment requirements in the clothing paper sample exceed the internal resource library resources; for clothing paper samples that exceed the internal resource library resources, determine that the information review fails, adjust or re-extract features (such as: similar feature replacement), and re-generate the clothing paper sample.

[0064] In a specific embodiment, in order to further ensure the accuracy of repeatability detection of clothing paper patterns, the clothing paper pattern duplication detection unit 12 in the clothing paper pattern resource creation module 1 of the system is further used to pre-encode each layer of features using hash coding during duplicate clothing paper pattern detection based on a feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding, and select a hash coding method with higher complexity for features at lower levels; for example, using MD5, SHA-1, SHA-256 or SHA-3 hash algorithms for first-level features, second-level features, and third-level features, respectively, to complete the encoding of each layer of features; analyzing the correlation between the hierarchical clothing paper pattern features under different operation scenarios, completing cross-level feature association under different operation scenarios, and constructing a feature association map;

[0065] The clothing paper pattern duplication detection unit 12 in the clothing paper pattern resource creation module 1 of the system is further used to perform feature matching on the newly uploaded clothing paper pattern with each clothing paper pattern in the clothing paper pattern resource library in a hierarchical phased detection manner. During the hierarchical phased matching process, the feature levels of the newly created or newly uploaded clothing paper pattern are pre-extracted and divided, the operation scene type is determined, and a feature association map is constructed.

[0066] The clothing paper pattern duplication detection unit 12 in the clothing paper pattern resource creation module 1 of the system is further used to perform similarity matching for each layer of features, calculate the primary feature matching similarity based on the hash code, such as: hash1 = [0.5, 0.5, -0.5, -0.5] and hash2 = [0.5, -0.5, 0.5, -0.5], and calculate the cosine similarity between the two; if it is judged that the primary feature matching similarity is not lower than the preset similarity result, the newly created or newly uploaded clothing paper pattern is determined to be a duplicate clothing paper pattern, and if it is judged that the primary feature matching similarity is lower than the preset similarity (such as: 99%), the subsequent hierarchical feature matching is continued, and according to the corresponding layer features (such as: the second layer) in the next layer feature matching and the associated upper layer features (such as: the first layer), the feature association map is combined to perform graph neural network feature matching, text content feature matching, hash code feature matching, and weighted feature matching similarity calculation; specifically, the pre-built and trained graph neural network model is used to match the layers to be matched. The feature association graph corresponding to the feature is input into the graph neural network model to obtain the graph neural network feature matching similarity; the similarity between the hierarchical feature text vectors to be matched is calculated to obtain the text content feature matching similarity; the hash code similarity between the hierarchies to be matched is calculated to obtain the hash code feature matching similarity, and the feature similarity of the next level matching (such as the second level) is weightedly calculated; if the feature matching similarity is not lower than the preset similarity result, the newly created or newly uploaded clothing paper pattern is determined to be a duplicate clothing paper pattern; if not, the subsequent hierarchical feature matching is continued until the matching of the preset hierarchical features is completed, and whether it is a duplicate clothing paper pattern is determined based on the weighted fusion result of the multi-layer matching similarity.

[0067] In addition, considering that each newly uploaded clothing pattern resource needs to be checked for duplication with each clothing pattern in the clothing pattern resource library, which consumes a lot of resources and takes a long time, in order to ensure a low duplication rate and reduce the time spent on duplication checking, the system also includes:

[0068] The clothing paper pattern duplication detection unit 12 in the clothing paper pattern resource creation module 1 is further used to regularly count the number of clothing paper patterns in the clothing paper pattern resource library, and perform duplicate clothing paper pattern recheck on the clothing paper patterns in the current clothing paper pattern resource library to obtain the repetition rate of duplicate clothing paper patterns in the current clothing paper pattern resource library;

[0069] When it is determined that the repetition rate of duplicate clothing paper patterns in the clothing pattern resource library is lower than the preset repetition rate, it indicates that the current clothing pattern resource library has a high success rate in the repetition check during the creation and generation process. The number of historical clothing pattern resource libraries, the time (consumed) for users to edit or upload clothing paper patterns, and the set preset levels during the creation and generation process of the clothing pattern resource library are obtained. Mapping is completed according to the corresponding number of clothing pattern resource libraries, the time for users to edit or upload clothing paper patterns, and the set preset levels to generate a mapping table. The preset level is dynamically adjusted according to the mapping table and the number of clothing paper patterns in the clothing pattern resource library determined in real time. When the obtained time for users to edit or upload clothing paper patterns cannot meet the time requirement for users to edit or upload clothing paper patterns, a prompt message for the user to wait is generated.

[0070] In a specific embodiment, in order to further ensure the security of using or calling clothing pattern resources, the clothing pattern resource using module 3 in the system further includes:

[0071] The manual approval unit 33 is used to provide a manual approval operation interface and a manual approval verification interface for the user to manually approve the clothing pattern resource application form or verify whether the approval result is correct. The manual approval result and the manual approval verification result are generated and transmitted back to the clothing pattern resource use module;

[0072] The external application processing unit 31 in the clothing pattern resource utilization module 3 is also used to directly send the clothing pattern resource application form submitted by the external user to the manual approval unit or send the approval result of the clothing pattern resource application form submitted by the external user to the manual approval unit.

[0073] In a specific embodiment, in order to facilitate external users to use or internal users to call clothing pattern resources, the retrieval method is further optimized. The clothing pattern resource use module 3 in the system is also used to complete the clothing paper pattern retrieval process for the matching first scene dimension feature or the second scene dimension feature. According to the corresponding operation scene type, in the corresponding clothing pattern resource sub-library, the first-level features in the first scene dimension feature and the second scene dimension feature are indexed using the B+ index method, and the subsequent hierarchical features are indexed using the inverted index method to complete the retrieval to obtain a number of clothing paper patterns.

[0074] In addition, in order to further meet the user's usage or calling habits, the clothing paper samples whose historical usage frequency of external users is higher than the preset usage frequency or the historical calling frequency of internal users is higher than the preset calling frequency are analyzed and obtained. For all the clothing paper samples currently retrieved, for each retrieved clothing paper sample, the highest similarity of several clothing paper samples obtained by analysis is calculated, the product of the usage frequency and the highest similarity is calculated, and the ranking value of the current corresponding clothing paper sample is obtained. The clothing paper samples are sorted and displayed from high to low according to the ranking values ​​of all the retrieved clothing paper samples.

[0075] In a specific embodiment, in order to make it as simple as possible for external users to use or internal users to call clothing paper pattern resources with high frequency, the clothing paper pattern resource display module 2 in the system is also used to provide a clothing paper sample display hall interface for users to select clothing paper samples, obtain clothing paper samples that historical users have chosen to download, count the clothing paper samples whose download frequency is greater than the preset frequency within a preset time period near the current moment, and regularly release the clothing paper samples whose download frequency is greater than the preset frequency to the clothing paper sample display hall.

[0076] like Figure 2 As shown, the embodiment of the present application provides a clothing pattern resource management method, including:

[0077] S1. Receive a clothing paper sample generated by user editing according to a clothing paper sample editing interface.

[0078] S2. For the clothing paper samples generated in real time, duplicate clothing paper sample detection is performed based on feature matching and dynamic filtering detection methods including feature layering and cross-level feature binding.

[0079] S3. Retain non-duplicate clothing paper patterns and store them in a clothing paper pattern resource library according to layered features and multi-scenario adaptive storage methods, and generate modification prompt information for duplicate clothing paper patterns.

[0080] S4. Utilize the clothing paper sample on-shelf and off-shelf operation interface to obtain the clothing paper sample that the user chooses to put on the shelf for publication or to withdraw from the shelf.

[0081] S5. Receive a clothing pattern resource application form submitted by an external user or a clothing pattern resource call request form submitted by an internal user under different operating scenario requirements, complete clothing paper pattern retrieval and provide download operations based on the content of the clothing pattern resource application form or the clothing pattern resource call request form.

[0082] Specifically, it includes: approving the clothing pattern resource application form submitted by external users, matching the preset first scenario dimension feature according to the operation scenario type corresponding to the content of the clothing pattern resource application form after approval, completing the clothing paper pattern retrieval and providing download operations based on the matched first scenario dimension feature; for the clothing paper pattern resource request form submitted by internal users, matching the preset second scenario dimension feature according to the operation scenario type corresponding to the content of the request form, completing the clothing paper pattern retrieval and providing download operations based on the matched second scenario dimension feature.

[0083] The embodiment of the present application also discloses a computer-readable storage medium.

[0084] Specifically, the computer-readable storage medium stores a computer program that can be loaded by a processor and execute the above-mentioned clothing pattern resource management method. The computer-readable storage medium includes, for example: a U disk, a mobile hard disk, a read-only memory (ROM), a random access memory (RAM), a magnetic disk or an optical disk, and other media that can store program codes.

[0085] The embodiment of the present application also discloses a computer device.

[0086] Specifically, the computer device includes a memory and a processor, and the memory stores a computer program that can be loaded by the processor and execute the above-mentioned clothing pattern resource management method.

[0087] The above are all preferred embodiments of the present application and are not intended to limit the scope of protection of this application. Unless otherwise stated, any feature disclosed in this specification (including the abstract and drawings) may be replaced by other equivalent or similar features. In other words, unless otherwise stated, each feature is merely an example of a series of equivalent or similar features.

Claims

1. A clothing pattern resource management system, characterized in that: include: The clothing pattern resource creation module is used to provide a clothing pattern editing interface for users to edit and generate clothing pattern; For clothing paper patterns generated in real time, duplicate clothing paper patterns are detected based on feature matching and dynamic filtering detection methods that include feature layering and cross-level feature binding; non-duplicate clothing paper patterns are retained and stored in the clothing paper pattern resource library according to the layered feature and multi-scene adaptation storage method, and modification prompts are generated for duplicate clothing paper patterns; The clothing pattern resource display module is used to provide an operation interface for clothing pattern release and removal, allowing users to choose to release or remove clothing pattern; The clothing pattern resource usage module is 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; approve the clothing pattern resource application forms submitted by external users, and after approval, match the preset first scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource application form, complete the clothing paper sample retrieval and provide download operations based on the matched first scenario dimension features; match the preset second scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource call request form submitted by the internal user, complete the clothing paper sample retrieval and provide download operations based on the matched second scenario dimension features; The clothing pattern resource creation module is further configured to design a plurality of sequentially displayed editing interfaces when providing a clothing pattern editing interface, wherein each editing interface corresponds to a level of clothing pattern features, and the clothing pattern features with higher levels have their operations displayed earlier in the order in which they are displayed; The clothing pattern resource creation module is further configured to, during repeated clothing pattern detection based on a feature matching and dynamic filtering detection method including feature stratification and cross-level feature binding, encode each layer of features using hash coding, and select a hash coding method with higher complexity for features at lower levels; analyze the association between clothing pattern features at different levels in different operation scenarios, complete cross-level feature association in different operation scenarios, and construct a feature association map; A hierarchical phased detection method is used to match the features of newly uploaded clothing paper patterns with those stored in the clothing paper pattern resource library; The clothing pattern resource creation module is further configured to pre-extract and divide the feature hierarchies of the newly created or newly uploaded clothing paper pattern in a hierarchical phased matching process, determine the operation scenario type, and construct a feature association graph; calculate the initial-level feature matching similarity based on the hash code, and if it is determined that the initial-level feature matching similarity is not less than a preset similarity result, determine that the newly created or newly uploaded clothing paper pattern is a duplicate clothing paper pattern; if it is determined that the initial-level feature matching similarity is less than the preset similarity result, continue to perform subsequent hierarchical feature matching, and perform graph neural network feature matching, text content feature matching, and hash code feature matching based on the corresponding layer features and the associated previous layer features in the next-level feature matching, combined with the feature association graph, and calculate the feature matching similarity in a weighted manner; if it is determined that the feature matching similarity is not less than the preset similarity result, determine that the newly created or newly uploaded clothing paper pattern is a duplicate clothing paper pattern; if it is determined that the feature matching similarity is less than the preset similarity result, continue to perform subsequent hierarchical feature matching until the matching of the preset hierarchical features is completed, and determine whether it is a duplicate clothing paper pattern based on the weighted fusion result of the multi-layer matching similarity.

2. The clothing pattern resource management system according to claim 1, characterized in that: The clothing paper pattern resource creation module is also used to provide a clothing paper sample upload interface for users to directly upload proofing sheets, sales orders and complete clothing paper samples, use natural language technology or image recognition technology to complete clothing paper sample feature extraction, and analyze and fuse to generate clothing paper samples; The clothing paper pattern resource creation module is further used to set a user identity selection box on the clothing paper sample upload interface for the user to select the identity information of an external user or an internal user; obtain the selected user identity, and use the clothing paper sample upload interface to display different upload requirements and precautions; and after generating the clothing paper sample, before repeatedly testing the generated clothing paper sample, match the generated clothing paper sample with a preset information review strategy based on different user identities to complete the information review of the clothing paper sample.

3. The clothing pattern resource management system according to claim 1, characterized in that: Also includes: The manual approval unit is used to provide a manual approval operation interface and a manual approval verification interface for users to manually approve the clothing pattern resource application form or verify whether the approval result is correct. The manual approval result and manual approval verification result are obtained and sent back to the clothing pattern resource usage module; The clothing pattern resource utilization module is further configured to directly send the clothing pattern resource application form submitted by the external user to the manual approval unit or send the approval result of the clothing pattern resource application form submitted by the external user to the manual approval unit.

4. The clothing pattern resource management system according to claim 1, characterized in that: The clothing pattern resource creation module is further configured to regularly count the number of clothing paper samples in the clothing pattern resource library, and perform duplicate clothing paper sample rechecking on the clothing paper samples in the current clothing pattern resource library to obtain the repetition rate of duplicate clothing paper samples in the current clothing pattern resource library; upon determining that the repetition rate of duplicate clothing paper samples in the clothing pattern resource library is lower than a preset repetition rate, obtain and complete mapping based on the number of clothing paper samples in the corresponding clothing pattern resource library, the time when the user edits or uploads the clothing paper sample, and the set preset level to generate a mapping table; dynamically adjust the preset level based on the mapping table and the number of clothing paper samples in the clothing pattern resource library determined in real time, and generate a prompt message for the user to wait when the obtained time when the user edits or uploads the clothing paper sample cannot meet the time requirement for the user to edit or upload the clothing paper sample.

5. The clothing pattern resource management system according to claim 1, characterized in that: The clothing paper pattern resource creation module is also used to complete feature stratification according to the preset hierarchical regulations of the clothing paper pattern features while retaining non-repetitive clothing paper patterns and completing the storage process in accordance with the hierarchical features and multi-scenario adaptive storage method, and perform label encoding and storage for each feature; considering the requirements of different operating scenarios, the module analyzes the requirements of each operating scenario to obtain the correlation of different hierarchical features of clothing paper patterns under different operating scenario types, completes the binding of related features at different levels and marks the degree of binding, and stores 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 operating scenario type.

6. The clothing pattern resource management system according to claim 5, characterized in that: The clothing pattern resource creation module is also used to obtain the retrieval frequency of each feature under different historical operation scene types, and on the basis of completing the feature stratification according to the preset hierarchical regulations of the relevant clothing paper pattern features, promote the level of the features whose feature retrieval frequency is greater than the preset retrieval frequency; re-analyze and obtain the correlation of different levels of features of clothing paper patterns under different operation scene types, complete the binding of related features at different levels and mark the binding degree, and store 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.

7. The clothing pattern resource management system according to claim 1, characterized in that: The clothing paper pattern resource utilization module is also used to complete the clothing paper pattern retrieval process for the matched first scene dimension feature or the second scene dimension feature. According to the corresponding operation scene type, in the corresponding clothing paper pattern resource sub-library, the first-level features in the first scene dimension feature and the second scene dimension feature are indexed using the B+ index method, and the subsequent hierarchical features are indexed using the inverted index method to complete the retrieval to obtain a number of clothing paper patterns.

8. The clothing pattern resource management system according to claim 1, characterized in that: The clothing paper pattern resource display module is also used to provide a clothing paper sample display hall interface for users to select clothing paper samples, obtain clothing paper samples that have been historically selected and downloaded by users, count clothing paper samples whose download frequency is greater than a preset frequency within a preset time period near the current moment, and regularly release and publish clothing paper samples whose download frequency is greater than the preset frequency to the clothing paper sample display hall.

9. A clothing pattern resource management method, characterized in that: include: Receive the clothing paper sample generated by the user through the clothing paper sample editing interface; For clothing paper patterns generated in real time, duplicate clothing paper patterns are detected based on feature matching and dynamic filtering detection methods that include feature layering and cross-level feature binding; non-duplicate clothing paper patterns are retained and stored in the clothing paper pattern resource library according to the layered feature and multi-scene adaptation storage method, and modification prompts are generated for duplicate clothing paper patterns; In the process of repeated clothing paper sample detection based on feature matching and dynamic filtering detection methods that include feature layering and cross-level feature binding, hash coding is used to encode each layer of features, and a hash coding method with higher complexity is selected for features at lower levels; the correlation between the hierarchical clothing paper sample features in different operation scenarios is analyzed, and cross-level feature associations in different operation scenarios are completed and feature association maps are constructed; A hierarchical phased detection method is used to perform feature matching between the newly uploaded clothing paper pattern and the clothing paper pattern stored in the clothing paper pattern resource library; in the process of hierarchical phased feature matching, the feature levels of the newly created or newly uploaded clothing paper pattern are pre-extracted and divided, the operation scene type is determined and a feature association map is constructed; the primary feature matching similarity is calculated based on the hash code, and if it is judged that the primary feature matching similarity is not lower than the preset similarity result, the newly created or newly uploaded clothing paper pattern is determined to be a duplicate clothing paper pattern; if it is judged that the primary feature matching similarity is lower than the preset similarity result, the subsequent layers are continued to be executed. Level feature matching, based on the corresponding layer features in the next level feature matching and the associated previous level features, combined with the feature association map, graph neural network feature matching, text content feature matching, hash code feature matching, and weighted feature matching similarity calculation; if the feature matching similarity is not lower than the preset similarity result, the newly created or newly uploaded clothing paper pattern is determined to be a duplicate clothing paper pattern; if the feature matching similarity is lower than the preset similarity result, the subsequent level feature matching is continued until the matching of the preset level features is completed, and whether it is a duplicate clothing paper pattern is determined based on the weighted fusion result of the multi-layer matching similarity; Use the clothing paper sample release and removal operation interface to obtain the clothing paper sample that the user chooses to release or remove; 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; approve the clothing pattern resource application forms submitted by external users, and after approval, match the preset first scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource application form, complete the clothing paper pattern retrieval and provide download operations based on the matched first scenario dimension features; match the preset second scenario dimension features according to the operating scenario type corresponding to the content of the clothing pattern resource call request form submitted by internal users, complete the clothing paper pattern retrieval and provide download operations based on the matched second scenario dimension features.

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