Element fusion-based cultural and creative design auxiliary system

Abstract

The invention discloses a cultural and creative design auxiliary system based on element fusion, which is arranged on a server and comprises an element processing module used for extracting design elements and processing and sorting the design elements; the classifying and screening module is responsible for classifying and screening to form different element categories; the creative fusion module fuses elements to generate a design scheme by using an intelligent algorithm and a user interaction interface; the design optimization module carries out fine processing on the design scheme; and the design output and display module outputs the design scheme into various formats, and provides virtual reality VR and augmented reality AR display technologies. According to the method, through automatic extraction and processing of design elements, intelligent classification and screening, auxiliary creative fusion, fine optimization and diversified output, the design efficiency and quality are remarkably improved, meanwhile, creative diversity and novelty are promoted, the workload of designers is reduced, and the innovation and market response speed of creative products is increased.

Description

Technical Field

[0001] The present invention belongs to the field of cultural innovation technology, and more specifically, particularly relates to a cultural and creative design auxiliary system based on element fusion. Background Art

[0002] Cultural and creative design, as a product of the integration of culture and innovation, relies on a series of advanced technologies and concepts. Driven by digital technology, cultural resources can be digitally processed and creatively expressed, providing rich materials and inspiration for cultural and creative design. In terms of cultural resource mining and integration, cultural and creative design deeply explores traditional cultural elements and combines them with modern design concepts to create works with profound cultural heritage and market value. In addition, cross-border cooperation has also become an important trend in the field of cultural and creative design. Through exchanges and cooperation with different fields, designers can obtain more inspiration and creativity, and promote the diversified development of cultural and creative design.

[0003] In terms of market demand and consumer behavior analysis, cultural and creative design focuses on market research and personalized customization to meet the diverse needs of consumers. By gaining a deep understanding of consumers' preferences, needs, and purchasing habits, designers can provide more targeted design solutions and services to improve the market competitiveness of products.

[0004] However, there are some problems with the existing technology: the traditional cultural and creative design process is cumbersome and complicated. Designers often need to invest a lot of time and energy to manually extract design elements from a large number of cultural resources, and then after repeated deliberation and attempts, these elements are cleverly combined and innovated. This process is not only time-consuming and laborious, but also prone to creative exhaustion, resulting in low design efficiency and difficulty in meeting rapidly changing market needs. At the same time, due to the limitations of personal experience and thinking, designers often find it difficult to ensure the diversity and novelty of creativity, resulting in serious homogeneity of cultural and creative products and lack of unique competitiveness. Therefore, we propose a cultural and creative design auxiliary system based on element fusion. Summary of the invention

[0005] In view of the problems existing in the prior art, the purpose of the present invention is to provide a cultural and creative design assistance system based on element fusion, which can significantly improve the design efficiency and quality through automatic extraction and processing of design elements, intelligent classification and screening, auxiliary creative fusion, fine optimization and diversified output, while promoting creative diversity and novelty, reducing the workload of designers, and accelerating the innovation and market response speed of cultural and creative products.

[0006] To achieve the above-mentioned purpose, the present invention provides the following technical solutions: a cultural and creative design auxiliary system based on element fusion, which is arranged on a server, comprising: the server comprises an element processing module, a classification and screening module, a creative fusion module, a design optimization module, a design output module, a design display module and a database;

[0007] The element processing module is used to extract design elements from traditional cultural resources or other sources, and perform preliminary processing and arrangement;

[0008] The classification and screening module is responsible for classifying and screening the extracted design elements, forming different element categories, and removing elements that do not meet the requirements;

[0009] The creative integration module uses intelligent algorithms and user interaction interfaces to integrate and innovate the selected design elements to generate a design solution;

[0010] The design optimization module uses intelligent optimization algorithms to finely process the details of the design solution, including texture refinement and harmonious color matching;

[0011] The design output module outputs the optimized design scheme into an output display format;

[0012] The design display module provides virtual reality VR and augmented reality AR display technologies, respectively through immersive experience and real scene integration;

[0013] The database is used to store and manage design elements and design scheme related data and provide data support.

[0014] Optionally, the workflow of the element processing module is specifically as follows:

[0015] The element processing module automatically identifies and extracts design elements from various data sources through advanced algorithms;

[0016] The various sources of information include traditional cultural resources, network resources and book materials;

[0017] The element processing module pre-processes the extracted design elements, and classifies and stores the design elements according to their attributes. The pre-processing is specifically to remove irrelevant parts of the elements through image processing techniques, such as image segmentation and denoising;

[0018] The element processing module converts the extracted design elements into a format suitable for storage and retrieval, and at the same time, standardizes the size and resolution of the elements and adds detailed metadata to the design elements, including name, description, source, and author information.

[0019] Optionally, the workflow of the classification and screening module is specifically as follows:

[0020] 1) According to the characteristics and uses of design elements, formulate classification standards and divide design elements into different categories;

[0021] 2) According to the design requirements, formulate screening conditions, screen the classified design elements, verify the screening results, and remove the design elements that do not meet the requirements;

[0022] 3) The classification and screening results are presented in the form of a report, including a list of design elements of different categories, screening conditions, screening results, and providing query and retrieval functions.

[0023] Optionally, the classification criteria are specifically:

[0024] Feature threshold: In color classification, set the saturation thresholds for red, blue, and green;

[0025] Combination conditions: including shape and color combinations;

[0026] Fuzzy classification: In texture classification, fuzzy clustering algorithm is used to process elements with similar textures.

[0027] Optionally, the workflow of the creative integration module is specifically as follows:

[0028] 1) The user selects the required design elements from the design element library through the user interaction interface and makes preliminary adjustments and edits to the selected elements;

[0029] 2) The creative fusion module matches and integrates the selected design elements through built-in intelligent algorithms;

[0030] 3) Generate multiple design solutions based on algorithm matching and fusion;

[0031] 4) Collect user feedback on the design plan.

[0032] Optionally, the intelligent algorithm includes an intelligent matching algorithm and a fusion innovation algorithm;

[0033] The smart matching algorithm is specifically:

[0034] Collect users' historical behavior data, extract users' preferences, interests and other characteristics, and perform intelligent matching in the cultural and creative database based on users' current needs and historical preferences to generate a recommended list of cultural and creative content;

[0035] The matching function can be expressed as:

[0036] ;

[0037] in : user collection;

[0038] : Collection of cultural and creative content;

[0039] :user Historical behavior data, including browsing, purchasing, and rating records;

[0040] :from Users extracted from Preference and interest feature vectors;

[0041] :Cultural and creative content The feature vector of, including description, style, and subject attributes;

[0042] : Matching function, used to represent user feature vector and cultural content feature vector The degree of match between them.

[0043] Optionally, the Used to calculate user feature vector and cultural content feature vector The similarity between them is:

[0044] ;

[0045] in: Representation vector and The dot product of

[0046] and Represents vectors and The module length;

[0047] Said Used to evaluate creative content With users The relevance of the current requirements, specifically:

[0048]

[0049] in, Indicates user The current context information;

[0050] Said Indicates creative content The popularity of

[0051] ;

[0052] in, Like creative content Number of users;

[0053] Indicates creative content The total number of ratings.

[0054] Optionally, the working content of the design optimization module is specifically as follows:

[0055] Texture refinement: The texture of the design pattern is refined through algorithms;

[0056] Color harmony: Use color theory and intelligent algorithms to automatically adjust the color matching of the design;

[0057] Detail optimization: Automatically adjust and optimize the design’s lines, shapes, and layout details.

[0058] Optionally, the workflow of the design output module is specifically as follows:

[0059] The design output module receives the output from the design optimization module, including multiple digital media formats, configures corresponding output parameters according to the selected format, and outputs the final cultural and creative design to the design display module;

[0060] The output parameters include image resolution, color mode, page size, and margins.

[0061] Optionally, the workflow of the design display module is specifically as follows:

[0062] 1) Receive the output file of the design output module;

[0063] 2) Choose to use virtual reality (VR) or augmented reality (AR) technology based on user needs and display scenarios. For VR display, configure the settings of the head-mounted display and the configuration of the interactive controller; for AR display, configure the recognition parameters of the camera and the superposition method of virtual information;

[0064] 3) Implement corresponding display technologies and provide user interaction functions, including movement, rotation and scaling;

[0065] 4) Save relevant interactive operations and collect feedback data.

[0066] Technical effects and advantages of the present invention: The embodiments provided by the present invention integrate multiple modules such as element processing, classification and screening, creative integration, design optimization, design output, design display and database management, extract and process design elements through automation technology, intelligent classification and screening, assist creative integration and innovation, finely optimize design solutions, and support diversified output formats and advanced VR / AR display technology. At the same time, the database provides rich resource support and data-driven creative guidance, promotes the diversity and novelty of creativity, significantly improves design efficiency and quality, and promotes the innovative development of the cultural and creative industry.

[0067] Further features and advantages of the present invention will become apparent from the following detailed description of exemplary embodiments of the present invention with reference to the attached drawings. BRIEF DESCRIPTION OF THE DRAWINGS

[0068] Figure 1 It is a schematic diagram of the architecture of the cultural and creative design auxiliary system provided by the present invention;

[0069] Figure 2 It is a schematic diagram of the cultural and creative design process provided by the present invention;

[0070] Figure 3 It is a schematic diagram of the workflow of the creative fusion module provided by the present invention. DETAILED DESCRIPTION

[0071] In order to make the purpose, technical scheme and advantages of the present invention clearer, the present invention is further described in detail below in conjunction with specific embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention and are not intended to limit the present invention. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making creative work are within the scope of protection of the present invention.

[0072] like Figures 1 to 3 As shown, a cultural and creative design auxiliary system based on element fusion provided by an embodiment of the present invention is arranged on a server, comprising: the server comprises an element processing module, a classification and screening module, a creative fusion module, a design optimization module, a design output module, a design display module and a database;

[0073] The element processing module is used to extract design elements from traditional cultural resources or other sources, and perform preliminary processing and arrangement;

[0074] The classification and screening module is responsible for classifying and screening the extracted design elements, forming different element categories, and removing elements that do not meet the requirements;

[0075] The creative integration module uses intelligent algorithms and user interaction interfaces to integrate and innovate the selected design elements to generate a design solution;

[0076] The design optimization module uses intelligent optimization algorithms to finely process the details of the design solution, including texture refinement and harmonious color matching;

[0077] The design output module outputs the optimized design scheme into an output display format;

[0078] The design display module provides virtual reality VR and augmented reality AR display technologies, respectively through immersive experience and real scene integration;

[0079] The database is used to store and manage design elements and design scheme related data and provide data support.

[0080] Furthermore, by integrating multiple efficient modules, the design efficiency and quality can be significantly improved. Among them, the element processing and classification screening module automatically extracts and organizes design elements to reduce the burden on designers; the creative fusion module uses intelligent algorithms to promote innovative fusion of elements and inspire novel designs; the design optimization module finely handles details to ensure high quality of the solution; the output module supports various formats to meet various needs; the display module provides VR / AR technology to enhance user experience; the database provides data support to promote creative diversity; overall, the system has accelerated the cultural and creative design process, improved the competitiveness of works, and promoted industry innovation.

[0081] Specifically, the workflow of the element processing module is as follows:

[0082] The element processing module automatically identifies and extracts design elements from various data sources through advanced algorithms;

[0083] The various sources of information include traditional cultural resources, network resources and book materials;

[0084] The element processing module pre-processes the extracted design elements, and classifies and stores the design elements according to their attributes. The pre-processing is specifically to remove irrelevant parts of the elements through image processing techniques, such as image segmentation and denoising;

[0085] The element processing module converts the extracted design elements into a format suitable for storage and retrieval, and at the same time, standardizes the size and resolution of the elements and adds detailed metadata to the design elements, including name, description, source, and author information.

[0086] Furthermore, the element processing module automatically identifies and extracts design elements through advanced algorithms, covering multi-source information such as traditional cultural resources, network resources and book materials. This module pre-processes design elements, removes irrelevant parts, and stores them according to attribute classification, while standardizing element size and resolution and adding detailed metadata. These steps not only improve the extraction efficiency and quality of design elements, but also ensure the ease of use and searchability of elements, provide designers with a rich and standardized design material library, accelerate the design process, and promote the rapid realization of creativity, while also laying a solid foundation for the subsequent use and management of design elements.

[0087] Specifically, the workflow of the classification and screening module is as follows:

[0088] 1) According to the characteristics and uses of design elements, formulate classification standards and divide design elements into different categories;

[0089] 2) According to the design requirements, formulate screening conditions, screen the classified design elements, verify the screening results, and remove the design elements that do not meet the requirements;

[0090] 3) The classification and screening results are presented in the form of a report, including a list of design elements of different categories, screening conditions, screening results, and providing query and retrieval functions.

[0091] Furthermore, by formulating clear classification standards, design elements are orderly divided into different categories, which not only improves the organization and manageability of design elements, but also facilitates designers to quickly locate the required elements. At the same time, the screening conditions formulated according to design requirements can accurately remove elements that do not meet the requirements to ensure that the selected elements are highly matched with the design requirements. Finally, the classification and screening results are presented in the form of a report, providing detailed information and convenient query and retrieval functions, further improving design efficiency and accuracy, and providing strong support for designers' creative work.

[0092] Specifically, the classification standards are as follows:

[0093] Feature threshold: In color classification, set the saturation thresholds for red, blue, and green;

[0094] Combination conditions: including shape and color combinations;

[0095] Fuzzy classification: In texture classification, fuzzy clustering algorithm is used to process elements with similar textures.

[0096] Specifically, the workflow of the creative integration module is as follows:

[0097] 1) The user selects the required design elements from the design element library through the user interaction interface and makes preliminary adjustments and edits to the selected elements;

[0098] 2) The creative fusion module matches and integrates the selected design elements through built-in intelligent algorithms;

[0099] 3) Generate multiple design solutions based on algorithm matching and fusion;

[0100] 4) Collect user feedback on the design plan.

[0101] Furthermore, the creative fusion module provides great convenience and innovation space for designers. First, users select and edit design elements through an intuitive interactive interface, and the intelligent algorithm automatically matches and fuses elements to quickly generate a variety of design solutions. This process not only saves designers time in manually combining elements, but also broadens design ideas and avoids homogenization through the innovation of the algorithm. At the same time, the process of collecting user feedback ensures that the design solution is close to market demand and improves the practicality and satisfaction of the design.

[0102] Specifically, the intelligent algorithm includes an intelligent matching algorithm and a fusion innovation algorithm;

[0103] The smart matching algorithm is specifically:

[0104] Collect users' historical behavior data, extract users' preferences, interests and other characteristics, and perform intelligent matching in the cultural and creative database based on users' current needs and historical preferences to generate a recommended list of cultural and creative content;

[0105] The matching function can be expressed as:

[0106] ;

[0107] in : user collection;

[0108] : Collection of cultural and creative content;

[0109] :user Historical behavior data, including browsing, purchasing, and rating records;

[0110] :from Users extracted from Preference and interest feature vectors;

[0111] :Cultural and creative content The feature vector of, including description, style, and subject attributes;

[0112] : Matching function, used to represent user feature vector and cultural content feature vector The degree of match between them.

[0113] Said Used to calculate user feature vector and cultural content feature vector The similarity between them is:

[0114] ;

[0115] in: Representation vector and The dot product of

[0116] and Represents vectors and The module length;

[0117] Said Used to evaluate creative content With users The relevance of the current requirements, specifically:

[0118] ;

[0119] in, Indicates user The current context information;

[0120] Said Indicates creative content The popularity of

[0121] ;

[0122] in, Like creative content Number of users;

[0123] Indicates creative content The total number of ratings.

[0124] Furthermore, the intelligent matching algorithm can accurately capture the user's preferences and interest characteristics by deeply analyzing the user's historical behavior data, and then efficiently match them in the cultural and creative database to generate a personalized cultural and creative content recommendation list for the user. This algorithm not only considers the feature similarity between the user and the cultural and creative content, but also incorporates the relevance evaluation of the user's current needs and the popularity of the cultural and creative content, thereby ensuring the accuracy and practicality of the recommendation. This intelligent matching method not only greatly improves the user experience, but also helps designers grasp market demand more accurately and promote the innovation and personalized development of cultural and creative content.

[0125] Specifically, the work content of the design optimization module is as follows:

[0126] Texture refinement: The texture of the design pattern is refined through algorithms;

[0127] Color harmony: Use color theory and intelligent algorithms to automatically adjust the color matching of the design;

[0128] Detail optimization: Automatically adjust and optimize the design’s lines, shapes, and layout details.

[0129] Furthermore, the design optimization module significantly improves the quality of design works through refined algorithm processing. Texture refinement makes the pattern more delicate and realistic, harmonious color matching ensures the visual unity and beauty of the design, and detail optimization further improves every detail of the design, such as the smoothness of lines, the accuracy of shapes, and the rationality of layout. These optimization measures work together on the design works, not only improving their artistic value, but also enhancing their practicality and market competitiveness, bringing designers and users a more outstanding design experience.

[0130] Specifically, the workflow of the design output module is as follows:

[0131] The design output module receives the output from the design optimization module, including multiple digital media formats, configures corresponding output parameters according to the selected format, and outputs the final cultural and creative design to the design display module;

[0132] The output parameters include image resolution, color mode, page size, and margins.

[0133] Specifically, the workflow of the design display module is as follows:

[0134] 1) Receive the output file of the design output module;

[0135] 2) Choose to use virtual reality (VR) or augmented reality (AR) technology based on user needs and display scenarios. For VR display, configure the settings of the head-mounted display and the configuration of the interactive controller; for AR display, configure the recognition parameters of the camera and the superposition method of virtual information;

[0136] 3) Implement corresponding display technologies and provide user interaction functions, including movement, rotation and scaling;

[0137] 4) Save relevant interactive operations and collect feedback data.

[0138] Furthermore, the workflow of the design output and display modules is closely linked, jointly ensuring the high-quality presentation and interactive experience of cultural and creative design works. The design output module supports output in multiple formats and can flexibly configure parameters according to the selected format to meet diverse needs. The design display module intelligently selects VR or AR technology based on user needs and scenarios, provides immersive and enhanced display effects, and configures corresponding technical settings. Users can interactively operate design works and enjoy functions such as moving, rotating, and zooming, while the system saves interactive operations and collects feedback data to provide strong support for subsequent design optimization. This process not only improves the display effect of design works, but also enhances user experience and participation.

[0139] In summary: The embodiment provided by the present invention integrates multiple modules such as element processing, classification and screening, creative integration, design optimization, design output, design display and database management, extracts and processes design elements through automation technology, intelligently classifies and screens, assists creative integration and innovation, finely optimizes design solutions, and supports diversified output formats and advanced VR / AR display technology. At the same time, the database provides rich resource support and data-driven creative guidance, promotes the diversity and novelty of creativity, significantly improves design efficiency and quality, and promotes the innovative development of the cultural and creative industry.

[0140] Finally, it should be noted that the above is only a preferred embodiment of the present invention and is not intended to limit the present invention. Although the present invention has been described in detail with reference to the aforementioned embodiments, it is still possible for those skilled in the art to modify the technical solutions described in the aforementioned embodiments or to make equivalent substitutions for some of the technical features therein. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of the present invention should be included in the protection scope of the present invention.

Claims

1. A cultural and creative design auxiliary system based on element fusion, which is set on a server and is characterized by: include: The server includes an element processing module, a classification and screening module, a creative integration module, a design optimization module, a design output module, a design display module and a database; The element processing module is used to extract design elements from traditional cultural resources or other sources, and perform preliminary processing and arrangement; The classification and screening module is responsible for classifying and screening the extracted design elements, forming different element categories, and removing elements that do not meet the requirements; The creative integration module uses intelligent algorithms and user interaction interfaces to integrate and innovate the selected design elements to generate a design solution; The design optimization module uses intelligent optimization algorithms to finely process the details of the design solution, including texture refinement and harmonious color matching; The design output module outputs the optimized design scheme into an output display format; The design display module provides virtual reality VR and augmented reality AR display technologies, respectively through immersive experience and real scene integration; The database is used to store and manage design elements and design scheme related data and provide data support.

2. The cultural and creative design auxiliary system based on element fusion according to claim 1, characterized in that: The workflow of the element processing module is specifically as follows: The element processing module automatically identifies and extracts design elements from various data sources through advanced algorithms; The various sources of information include traditional cultural resources, network resources and book materials; The element processing module pre-processes the extracted design elements, and classifies and stores the design elements according to their attributes. The pre-processing is specifically to remove irrelevant parts of the elements through image processing techniques, such as image segmentation and denoising; The element processing module converts the extracted design elements into a format suitable for storage and retrieval, and at the same time, standardizes the size and resolution of the elements and adds detailed metadata to the design elements, including name, description, source, and author information.

3. The cultural and creative design auxiliary system based on element fusion according to claim 1 is characterized by: The workflow of the classification and screening module is specifically as follows: 1) According to the characteristics and uses of design elements, formulate classification standards and divide design elements into different categories; 2) According to the design requirements, formulate screening conditions, screen the classified design elements, verify the screening results, and remove the design elements that do not meet the requirements; 3) The classification and screening results are presented in the form of a report, including a list of design elements of different categories, screening conditions, screening results, and providing query and retrieval functions.

4. The cultural and creative design auxiliary system based on element fusion according to claim 3 is characterized by: The classification standards are as follows: Feature threshold: In color classification, set the saturation thresholds for red, blue, and green; Combination conditions: including shape and color combinations; Fuzzy classification: In texture classification, fuzzy clustering algorithm is used to process elements with similar textures.

5. The cultural and creative design auxiliary system based on element fusion according to claim 1 is characterized by: The specific workflow of the creative integration module is as follows: 1) The user selects the required design elements from the design element library through the user interaction interface and makes preliminary adjustments and edits to the selected elements; 2) The creative fusion module matches and integrates the selected design elements through built-in intelligent algorithms; 3) Generate multiple design solutions based on algorithm matching and fusion; 4) Collect user feedback on the design plan.

6. The cultural and creative design auxiliary system based on element fusion according to claim 5 is characterized by: The intelligent algorithm includes an intelligent matching algorithm and a fusion innovation algorithm; The smart matching algorithm is specifically: Collect users' historical behavior data, extract users' preferences, interests and other characteristics, and perform intelligent matching in the cultural and creative database based on users' current needs and historical preferences to generate a recommended list of cultural and creative content; The matching function can be expressed as: ； in : user collection; : Collection of cultural and creative content; :user Historical behavior data, including browsing, purchasing, and rating records; :from Users extracted from Preference and interest feature vectors; :Cultural and creative content The feature vector of, including description, style, and subject attributes; : Matching function, used to represent user feature vector and cultural content feature vector The degree of match between them.

7. The cultural and creative design auxiliary system based on element fusion according to claim 6 is characterized by: Said Used to calculate user feature vector and cultural content feature vector The similarity between them is: ； in: Representation vector and The dot product of and Represents vectors and The module length; Said Used to evaluate cultural and creative content With users The relevance of the current requirements, specifically: ； in, Indicates user The current context information; Said Indicates creative content The popularity of ； in, Like creative content Number of users; Indicates creative content The total number of ratings.

8. The cultural and creative design auxiliary system based on element fusion according to claim 1 is characterized by: The specific working contents of the design optimization module are as follows: Texture refinement: The texture of the design pattern is refined through algorithms; Color harmony: Use color theory and intelligent algorithms to automatically adjust the color matching of the design; Detail optimization: Automatically adjust and optimize the design’s lines, shapes, and layout details.

9. The cultural and creative design auxiliary system based on element fusion according to claim 1 is characterized by: The workflow of the design output module is specifically as follows: The design output module receives the output from the design optimization module, including multiple digital media formats, configures corresponding output parameters according to the selected format, and outputs the final cultural and creative design to the design display module; The output parameters include image resolution, color mode, page size, and margins.

10. The cultural and creative design auxiliary system based on element fusion according to claim 1 is characterized by: The workflow of the design display module is specifically as follows: 1) Receive the output file of the design output module; 2) Choose to use virtual reality (VR) or augmented reality (AR) technology based on user needs and display scenarios. For VR display, configure the settings of the head-mounted display and the configuration of the interactive controller; for AR display, configure the recognition parameters of the camera and the superposition method of virtual information; 3) Implement corresponding display technologies and provide user interaction functions, including movement, rotation and scaling; 4) Save relevant interactive operations and collect feedback data.

Images