On the morning of January 22,2026,the first plenary session of the China Expo Forum for International Cooperation(CEFCO)was held under the theme“Facing the Future:How Exhibition and Event Industry Navigates Industria...On the morning of January 22,2026,the first plenary session of the China Expo Forum for International Cooperation(CEFCO)was held under the theme“Facing the Future:How Exhibition and Event Industry Navigates Industrial Transformation”Moderated by Zhang Shujing,Deputy Director-General of the Exhibition Management Department(Office of International Exhibitions Bureau and World Expo Affairs)at the China Council for the Promotion of International Trade(CCPIT),decision-makers from the global exhibit ion industry gathered to discuss strategic choices for the sector amid industrial change.展开更多
With the rapid development of generative artificial intelligence(GenAI),the task of story visualization,which transforms natural language narratives into coherent and consistent image sequences,has attracted growing r...With the rapid development of generative artificial intelligence(GenAI),the task of story visualization,which transforms natural language narratives into coherent and consistent image sequences,has attracted growing research attention.However,existing methods still face limitations in balancing multi-frame character consistency and generation efficiency,which restricts their feasibility for large-scale practical applications.To address this issue,this study proposes a modular cloud-based distributed system built on Stable Diffusion.By separating the character generation and story generation processes,and integratingmulti-feature control techniques,a cachingmechanism,and an asynchronous task queue architecture,the system enhances generation efficiency and scalability.The experimental design includes both automated and human evaluations of character consistency,performance testing,and multinode simulation.The results show that the proposed system outperforms the baseline model StoryGen in both CLIP-I and human evaluation metrics.In terms of performance,under the experimental environment of this study,dual-node deployment reduces average waiting time by approximately 19%,while the four-node simulation further reduces it by up to 65%.Overall,this study demonstrates the advantages of cloud-distributed GenAI in maintaining character consistency and reducing generation latency,highlighting its potential value inmulti-user collaborative story visualization applications.展开更多
On January 23,during the 2026 CEFCO,the China Council for the Promotion of International Trade(CCPIT)released the Annual Report on China's Exhibition Industry.Wu Shengrong,Director-General of the CCPIT Exhibition ...On January 23,during the 2026 CEFCO,the China Council for the Promotion of International Trade(CCPIT)released the Annual Report on China's Exhibition Industry.Wu Shengrong,Director-General of the CCPIT Exhibition Management Department,stated that in 2025,the environment for China's exhibition industry continued to improve.展开更多
On January 23,2026,the second plenary session of the China Expo Forum for International Cooperation(CEFCO) convened in Wuhan,Hubei Province.Amid significant changes in the global exhibition landscape,participants shar...On January 23,2026,the second plenary session of the China Expo Forum for International Cooperation(CEFCO) convened in Wuhan,Hubei Province.Amid significant changes in the global exhibition landscape,participants shared recent developments,key data,and future trends in major markets,offering guidance for industry practitioners to drive progress.展开更多
In order to improve the efficiency of cloud-based web services,an improved plant growth simulation algorithm scheduling model.This model first used mathematical methods to describe the relationships between cloud-base...In order to improve the efficiency of cloud-based web services,an improved plant growth simulation algorithm scheduling model.This model first used mathematical methods to describe the relationships between cloud-based web services and the constraints of system resources.Then,a light-induced plant growth simulation algorithm was established.The performance of the algorithm was compared through several plant types,and the best plant model was selected as the setting for the system.Experimental results show that when the number of test cloud-based web services reaches 2048,the model being 2.14 times faster than PSO,2.8 times faster than the ant colony algorithm,2.9 times faster than the bee colony algorithm,and a remarkable 8.38 times faster than the genetic algorithm.展开更多
On January 11,2025,the 2025 Bejing Roundtable Meeting for International Exhibition Organisations was held in Beijing.The event was co-hosted by the CCPIT Bejing,the Bejing Municipal Commerce Bureau,the Shunyi District...On January 11,2025,the 2025 Bejing Roundtable Meeting for International Exhibition Organisations was held in Beijing.The event was co-hosted by the CCPIT Bejing,the Bejing Municipal Commerce Bureau,the Shunyi District People's Government and the Beijing Chamber of International Commerce.展开更多
Precisely forecasting the performance of Deep Learning(DL)models,particularly in critical areas such as Uniform Resource Locator(URL)-based threat detection,aids in improving systems developed for difficult tasks.In c...Precisely forecasting the performance of Deep Learning(DL)models,particularly in critical areas such as Uniform Resource Locator(URL)-based threat detection,aids in improving systems developed for difficult tasks.In cybersecurity,recognizing harmful URLs is vital to lowering risks associated with phishing,malware,and other online-based attacks.Since it directly affects the model’s capacity to differentiate between benign and harmful URLs,finding the optimum mix of hyperparameters in DL models is a significant difficulty.Two commonly used architectures for sequential and spatial data processing,Long Short-Term Memory(LSTM)/Gated Recurrent Unit(GRU)and Convolutional Neural Network(CNN)/Long Short-Term Memory(LSTM)models are targeted in this study to have higher predictive capacity by modifying crucial hyperparameters such as learning rate,batch size,and dropout rate using cloud capability.Research finds the best settings for the models by testing 50 dropout rates(between 0.1 and 0.5)with different learning rates and batch sizes.Performances were measured in the form of accuracy,precision,recall,F1-score,and errors such as Mean Absolute Error(MAE),Mean Squared Error(MSE),Root Mean Squared Error(RMSE)and Mean Absolute Percent Error(MAPE).In our results,CNN/LSTM performed better often than LSTM/GRU,with up to 10%better F1-score and much lower MAPE when the learning rate was 0.001 and the dropout rate was 0.2.These results show the value of fine-tuning hyperparameters to increase model performance and reduce errors.Higher on many of the parameters,CNN/LSTM architecture became obvious as the more trustworthy one.It also discussed the importance of DL in enhancing URL attack detection mechanisms to provide increased accuracy and precision for real-world cybersecurity.展开更多
Recently,SAMR issued four national standards in the exhibition services sector,including the newly developed GB/T 45704-2025,Guidelines for online exhibition services,and three revised standards.GB/T 45704-2025 addres...Recently,SAMR issued four national standards in the exhibition services sector,including the newly developed GB/T 45704-2025,Guidelines for online exhibition services,and three revised standards.GB/T 45704-2025 addresses the emerging online exhibition models.It provides guidelines for the whole exhibition process,and clarifies the requirements for service providers’capabilities,to promote the healthy development of this evolving industry.展开更多
On May 16th,the press conference of the 8th China(ORDOS)International Cashmere and Wool Exhibition organized by China Wool Textile Association was held in Inner Mongolia Grand Hotel in Beijing.The 8th China(ORDOS)Inte...On May 16th,the press conference of the 8th China(ORDOS)International Cashmere and Wool Exhibition organized by China Wool Textile Association was held in Inner Mongolia Grand Hotel in Beijing.The 8th China(ORDOS)International Cashmere and Wool Exhibition will be held in the National Fitness Center of Dongsheng District,Ordos City from July 18th to 20th with the theme of“Cashmere Chain Links the World,Intelligence Empowers the Future”.展开更多
On Dec.25,1954,the 4,360-kilometre-long Sichuan-Xizang Highway and Qinghai-Xizang Highway were opened at the same time,creating a miracle in the world’s road-building history and ending Xizang’s history without road...On Dec.25,1954,the 4,360-kilometre-long Sichuan-Xizang Highway and Qinghai-Xizang Highway were opened at the same time,creating a miracle in the world’s road-building history and ending Xizang’s history without roads.On the occasion of the 70th anniversary of the official opening of the two roads,the journal organises a themed online photography exhibition,records the changes of the times with lens,and shows the achievements brought about by the transportation development to Xizang.Some of the works are selected here,and more works can be viewed by clicking on the website http://lianglu.tibet.cn.展开更多
The Spring Festival is the grandest traditional festival of the Chinese nation.As an important intangible cultural heritage and a form of cultural practice which everyone enjoys,the Spring Festival plays an important ...The Spring Festival is the grandest traditional festival of the Chinese nation.As an important intangible cultural heritage and a form of cultural practice which everyone enjoys,the Spring Festival plays an important role in building the common sense of belonging of the Chinese nation.展开更多
The integration of 5G technology with cloud-based control systems in industrial robots holds significant promise for the future of industrial automation.With its ultra-low latency,high data transfer speeds,and massive...The integration of 5G technology with cloud-based control systems in industrial robots holds significant promise for the future of industrial automation.With its ultra-low latency,high data transfer speeds,and massive connectivity,5G is poised to revolutionize real-time communication and coordination in manufacturing environments.This paper explores the prospects and challenges of applying 5G technology in industrial robots,focusing on cloud-based control systems that enable scalable,flexible,and efficient operations.Key advantages of 5G,including improved communication speed,enhanced real-time control,scalability,and predictive maintenance capabilities,are discussed.However,the transition to 5G also presents challenges,such as network reliability,security concerns,integration with legacy systems,and high implementation costs.The paper also examines case studies in the automotive,electronics,and aerospace industries,providing real-world examples of 5G adoption in industrial automation.The conclusion highlights key insights and outlines potential research directions for overcoming existing barriers and fully realizing the potential of 5G technology in industrial robot control.展开更多
Cultural artifacts exhibitions are among the most profound and appealing forms of cultural exchange.These exhibitions serve as an important bridge for fostering friendly relations between countries and bringing people...Cultural artifacts exhibitions are among the most profound and appealing forms of cultural exchange.These exhibitions serve as an important bridge for fostering friendly relations between countries and bringing people closer together.展开更多
Focusing on the theme of"Chinese Enterprises Participating in Overseas Exhibitions",China Council for the Promotion of International Trade (CCPIT) Think Tank produced the Report on Chinese Enterprises Partic...Focusing on the theme of"Chinese Enterprises Participating in Overseas Exhibitions",China Council for the Promotion of International Trade (CCPIT) Think Tank produced the Report on Chinese Enterprises Participating in Overseas Exhibitions2024 by analyzing the sample survey data of Chinese enterprises participating in key overseas exhibitions in 2024.This issue extracts and sorts out the top 10 cities of Chinese enterprises participating in overseas exhibitions in2024.展开更多
From June 4 to 17,2025,the Harmony Together for a Friendly Future-Exhibition of Intermitioncil Youth Photography,jointly hosted by China Center of International Cultural Exchange and Tourism Promotion(CETP)nnd China C...From June 4 to 17,2025,the Harmony Together for a Friendly Future-Exhibition of Intermitioncil Youth Photography,jointly hosted by China Center of International Cultural Exchange and Tourism Promotion(CETP)nnd China Cultural Center in Copenhagen,was successfully held at the China Cultured Center in Copenhagen.展开更多
How exhibitions of revolutionary cultural relics affect and enhance the audience’s comprehensive experiences was discussed from aspects of bodily perception,spatial interaction,emotional resonance,and value identific...How exhibitions of revolutionary cultural relics affect and enhance the audience’s comprehensive experiences was discussed from aspects of bodily perception,spatial interaction,emotional resonance,and value identification,and the experience design of exhibitions of revolutionary cultural relics was further studied to better carry and convey the spirit of the revolution.Guided by embodied theory,this study was provided with methodological support from various perspectives,and analyzed the current development and existing problems of exhibitions of revolutionary cultural relics through field investigations.Currently,embodied theory is gradually being applied in exhibition design,and the focus of exhibitions is shifted from“objects”to“people”.By collecting direct feelings and feedback from the audience on the exhibitions of revolutionary cultural relics,and theoretical construction and practical application for the experience design of these exhibitions are solidly supported.The needs for emotional and inspirational awakening,education and learning,participation and interaction were revealed.Based on the audience’s behavior,a four-step design method was proposed:enhancing the sense of place,enriching sensory experience,strengthening interactive experiences,and fostering a sense of belonging.Through the application of experiential design in these four dimensions,it aims to reshape the methods of exhibitions of revolutionary cultural relics and promote a deep integration between the exhibitions and embodied theory.展开更多
This article explores the transformative process of the philosophical concepts in new craft arts,along with the interactive relationship between technological logic and cultural expression,within the context of digita...This article explores the transformative process of the philosophical concepts in new craft arts,along with the interactive relationship between technological logic and cultural expression,within the context of digital intelligence empowerment.Through an analysis of specific artworks,it aims to reveal the potential value of digital intelligence technologies in shaping contemporary craft arts,particularly in terms of artistic expression,cultural heritage,and social responsibility.展开更多
From June 4 to 17,2025.the Harmony Together for Friendly future-Exhibition of International Youth Photography.jointly Hosted by China Center for International Culture and Tourism Exchanges(CCICTE) and China Cultural C...From June 4 to 17,2025.the Harmony Together for Friendly future-Exhibition of International Youth Photography.jointly Hosted by China Center for International Culture and Tourism Exchanges(CCICTE) and China Cultural Center in Copenhagen.展开更多
From June 4 to 17,2025,the Harmony Together for a Friendly Future-Exhibition of International Youth Photography,jointly hosted by China Center for International Culture and Tourism Exchanges(CCICTE)and China Cultural ...From June 4 to 17,2025,the Harmony Together for a Friendly Future-Exhibition of International Youth Photography,jointly hosted by China Center for International Culture and Tourism Exchanges(CCICTE)and China Cultural Center in Copenhagen,was successfully held at the China Cultural Center in Copenhagen.展开更多
Although existing style transfer techniques have made significant progress in the field of image generation,there are still some challenges in the field of exhibition hall design.The existing style transfer methods ma...Although existing style transfer techniques have made significant progress in the field of image generation,there are still some challenges in the field of exhibition hall design.The existing style transfer methods mainly focus on the transformation of single dimensional features,but ignore the deep integration of content and style features in exhibition hall design.In addition,existing methods are deficient in detail retention,especially in accurately capturing and reproducing local textures and details while preserving the content image structure.In addition,point-based attention mechanisms tend to ignore the complexity and diversity of image features in multi-dimensional space,resulting in alignment problems between features in different semantic areas,resulting in inconsistent stylistic features in content areas.In this context,this paper proposes a semantic-enhanced multimodal style transfer algorithm tailored for exhibition hall design.The proposed approach leverages a multimodal encoder architecture to integrate information from text,source images,and style images,using separate encoder modules for each modality to capture shallow,deep,and semantic features.A novel Style Transfer Convolution(STConv)convolutional kernel,based on the Visual Geometry Group(VGG)19 network,is introduced to improve feature extraction in style transfer.Additionally,an enhanced Transformer encoder is incorporated to capture contextual semantic information within images,while the CLIP model is employed for text data processing.A hybrid attention module is designed to precisely capture style features,achieving multimodal feature fusion via a diffusion model that generates exhibition hall design images aligned with stylistic requirements.Quantitative experiments show that compared with the most advanced algorithms,the proposed method has achieved significant performance improvement on both Fréchet Inception Distance(FID)and Kernel Inception Distance(KID)indexes.For example,on the ExpoArchive dataset,the proposed method has a FID value of 87.9 and a KID value of 1.98,which is significantly superior to other methods.展开更多
文摘On the morning of January 22,2026,the first plenary session of the China Expo Forum for International Cooperation(CEFCO)was held under the theme“Facing the Future:How Exhibition and Event Industry Navigates Industrial Transformation”Moderated by Zhang Shujing,Deputy Director-General of the Exhibition Management Department(Office of International Exhibitions Bureau and World Expo Affairs)at the China Council for the Promotion of International Trade(CCPIT),decision-makers from the global exhibit ion industry gathered to discuss strategic choices for the sector amid industrial change.
文摘With the rapid development of generative artificial intelligence(GenAI),the task of story visualization,which transforms natural language narratives into coherent and consistent image sequences,has attracted growing research attention.However,existing methods still face limitations in balancing multi-frame character consistency and generation efficiency,which restricts their feasibility for large-scale practical applications.To address this issue,this study proposes a modular cloud-based distributed system built on Stable Diffusion.By separating the character generation and story generation processes,and integratingmulti-feature control techniques,a cachingmechanism,and an asynchronous task queue architecture,the system enhances generation efficiency and scalability.The experimental design includes both automated and human evaluations of character consistency,performance testing,and multinode simulation.The results show that the proposed system outperforms the baseline model StoryGen in both CLIP-I and human evaluation metrics.In terms of performance,under the experimental environment of this study,dual-node deployment reduces average waiting time by approximately 19%,while the four-node simulation further reduces it by up to 65%.Overall,this study demonstrates the advantages of cloud-distributed GenAI in maintaining character consistency and reducing generation latency,highlighting its potential value inmulti-user collaborative story visualization applications.
文摘On January 23,during the 2026 CEFCO,the China Council for the Promotion of International Trade(CCPIT)released the Annual Report on China's Exhibition Industry.Wu Shengrong,Director-General of the CCPIT Exhibition Management Department,stated that in 2025,the environment for China's exhibition industry continued to improve.
文摘On January 23,2026,the second plenary session of the China Expo Forum for International Cooperation(CEFCO) convened in Wuhan,Hubei Province.Amid significant changes in the global exhibition landscape,participants shared recent developments,key data,and future trends in major markets,offering guidance for industry practitioners to drive progress.
基金Shanxi Province Higher Education Science and Technology Innovation Fund Project(2022-676)Shanxi Soft Science Program Research Fund Project(2016041008-6)。
文摘In order to improve the efficiency of cloud-based web services,an improved plant growth simulation algorithm scheduling model.This model first used mathematical methods to describe the relationships between cloud-based web services and the constraints of system resources.Then,a light-induced plant growth simulation algorithm was established.The performance of the algorithm was compared through several plant types,and the best plant model was selected as the setting for the system.Experimental results show that when the number of test cloud-based web services reaches 2048,the model being 2.14 times faster than PSO,2.8 times faster than the ant colony algorithm,2.9 times faster than the bee colony algorithm,and a remarkable 8.38 times faster than the genetic algorithm.
文摘On January 11,2025,the 2025 Bejing Roundtable Meeting for International Exhibition Organisations was held in Beijing.The event was co-hosted by the CCPIT Bejing,the Bejing Municipal Commerce Bureau,the Shunyi District People's Government and the Beijing Chamber of International Commerce.
文摘Precisely forecasting the performance of Deep Learning(DL)models,particularly in critical areas such as Uniform Resource Locator(URL)-based threat detection,aids in improving systems developed for difficult tasks.In cybersecurity,recognizing harmful URLs is vital to lowering risks associated with phishing,malware,and other online-based attacks.Since it directly affects the model’s capacity to differentiate between benign and harmful URLs,finding the optimum mix of hyperparameters in DL models is a significant difficulty.Two commonly used architectures for sequential and spatial data processing,Long Short-Term Memory(LSTM)/Gated Recurrent Unit(GRU)and Convolutional Neural Network(CNN)/Long Short-Term Memory(LSTM)models are targeted in this study to have higher predictive capacity by modifying crucial hyperparameters such as learning rate,batch size,and dropout rate using cloud capability.Research finds the best settings for the models by testing 50 dropout rates(between 0.1 and 0.5)with different learning rates and batch sizes.Performances were measured in the form of accuracy,precision,recall,F1-score,and errors such as Mean Absolute Error(MAE),Mean Squared Error(MSE),Root Mean Squared Error(RMSE)and Mean Absolute Percent Error(MAPE).In our results,CNN/LSTM performed better often than LSTM/GRU,with up to 10%better F1-score and much lower MAPE when the learning rate was 0.001 and the dropout rate was 0.2.These results show the value of fine-tuning hyperparameters to increase model performance and reduce errors.Higher on many of the parameters,CNN/LSTM architecture became obvious as the more trustworthy one.It also discussed the importance of DL in enhancing URL attack detection mechanisms to provide increased accuracy and precision for real-world cybersecurity.
文摘Recently,SAMR issued four national standards in the exhibition services sector,including the newly developed GB/T 45704-2025,Guidelines for online exhibition services,and three revised standards.GB/T 45704-2025 addresses the emerging online exhibition models.It provides guidelines for the whole exhibition process,and clarifies the requirements for service providers’capabilities,to promote the healthy development of this evolving industry.
文摘On May 16th,the press conference of the 8th China(ORDOS)International Cashmere and Wool Exhibition organized by China Wool Textile Association was held in Inner Mongolia Grand Hotel in Beijing.The 8th China(ORDOS)International Cashmere and Wool Exhibition will be held in the National Fitness Center of Dongsheng District,Ordos City from July 18th to 20th with the theme of“Cashmere Chain Links the World,Intelligence Empowers the Future”.
文摘On Dec.25,1954,the 4,360-kilometre-long Sichuan-Xizang Highway and Qinghai-Xizang Highway were opened at the same time,creating a miracle in the world’s road-building history and ending Xizang’s history without roads.On the occasion of the 70th anniversary of the official opening of the two roads,the journal organises a themed online photography exhibition,records the changes of the times with lens,and shows the achievements brought about by the transportation development to Xizang.Some of the works are selected here,and more works can be viewed by clicking on the website http://lianglu.tibet.cn.
文摘The Spring Festival is the grandest traditional festival of the Chinese nation.As an important intangible cultural heritage and a form of cultural practice which everyone enjoys,the Spring Festival plays an important role in building the common sense of belonging of the Chinese nation.
文摘The integration of 5G technology with cloud-based control systems in industrial robots holds significant promise for the future of industrial automation.With its ultra-low latency,high data transfer speeds,and massive connectivity,5G is poised to revolutionize real-time communication and coordination in manufacturing environments.This paper explores the prospects and challenges of applying 5G technology in industrial robots,focusing on cloud-based control systems that enable scalable,flexible,and efficient operations.Key advantages of 5G,including improved communication speed,enhanced real-time control,scalability,and predictive maintenance capabilities,are discussed.However,the transition to 5G also presents challenges,such as network reliability,security concerns,integration with legacy systems,and high implementation costs.The paper also examines case studies in the automotive,electronics,and aerospace industries,providing real-world examples of 5G adoption in industrial automation.The conclusion highlights key insights and outlines potential research directions for overcoming existing barriers and fully realizing the potential of 5G technology in industrial robot control.
文摘Cultural artifacts exhibitions are among the most profound and appealing forms of cultural exchange.These exhibitions serve as an important bridge for fostering friendly relations between countries and bringing people closer together.
文摘Focusing on the theme of"Chinese Enterprises Participating in Overseas Exhibitions",China Council for the Promotion of International Trade (CCPIT) Think Tank produced the Report on Chinese Enterprises Participating in Overseas Exhibitions2024 by analyzing the sample survey data of Chinese enterprises participating in key overseas exhibitions in 2024.This issue extracts and sorts out the top 10 cities of Chinese enterprises participating in overseas exhibitions in2024.
文摘From June 4 to 17,2025,the Harmony Together for a Friendly Future-Exhibition of Intermitioncil Youth Photography,jointly hosted by China Center of International Cultural Exchange and Tourism Promotion(CETP)nnd China Cultural Center in Copenhagen,was successfully held at the China Cultured Center in Copenhagen.
基金Sponsored by the Spacial Project of Research on Revolutionary Cultural Relics for College Students in 2024(2024DXSGMWW50)Innovation Fund Project for Postgraduates of Jiangxi Provincial Department of Education(YC2024-S228).
文摘How exhibitions of revolutionary cultural relics affect and enhance the audience’s comprehensive experiences was discussed from aspects of bodily perception,spatial interaction,emotional resonance,and value identification,and the experience design of exhibitions of revolutionary cultural relics was further studied to better carry and convey the spirit of the revolution.Guided by embodied theory,this study was provided with methodological support from various perspectives,and analyzed the current development and existing problems of exhibitions of revolutionary cultural relics through field investigations.Currently,embodied theory is gradually being applied in exhibition design,and the focus of exhibitions is shifted from“objects”to“people”.By collecting direct feelings and feedback from the audience on the exhibitions of revolutionary cultural relics,and theoretical construction and practical application for the experience design of these exhibitions are solidly supported.The needs for emotional and inspirational awakening,education and learning,participation and interaction were revealed.Based on the audience’s behavior,a four-step design method was proposed:enhancing the sense of place,enriching sensory experience,strengthening interactive experiences,and fostering a sense of belonging.Through the application of experiential design in these four dimensions,it aims to reshape the methods of exhibitions of revolutionary cultural relics and promote a deep integration between the exhibitions and embodied theory.
文摘This article explores the transformative process of the philosophical concepts in new craft arts,along with the interactive relationship between technological logic and cultural expression,within the context of digital intelligence empowerment.Through an analysis of specific artworks,it aims to reveal the potential value of digital intelligence technologies in shaping contemporary craft arts,particularly in terms of artistic expression,cultural heritage,and social responsibility.
文摘From June 4 to 17,2025.the Harmony Together for Friendly future-Exhibition of International Youth Photography.jointly Hosted by China Center for International Culture and Tourism Exchanges(CCICTE) and China Cultural Center in Copenhagen.
文摘From June 4 to 17,2025,the Harmony Together for a Friendly Future-Exhibition of International Youth Photography,jointly hosted by China Center for International Culture and Tourism Exchanges(CCICTE)and China Cultural Center in Copenhagen,was successfully held at the China Cultural Center in Copenhagen.
文摘Although existing style transfer techniques have made significant progress in the field of image generation,there are still some challenges in the field of exhibition hall design.The existing style transfer methods mainly focus on the transformation of single dimensional features,but ignore the deep integration of content and style features in exhibition hall design.In addition,existing methods are deficient in detail retention,especially in accurately capturing and reproducing local textures and details while preserving the content image structure.In addition,point-based attention mechanisms tend to ignore the complexity and diversity of image features in multi-dimensional space,resulting in alignment problems between features in different semantic areas,resulting in inconsistent stylistic features in content areas.In this context,this paper proposes a semantic-enhanced multimodal style transfer algorithm tailored for exhibition hall design.The proposed approach leverages a multimodal encoder architecture to integrate information from text,source images,and style images,using separate encoder modules for each modality to capture shallow,deep,and semantic features.A novel Style Transfer Convolution(STConv)convolutional kernel,based on the Visual Geometry Group(VGG)19 network,is introduced to improve feature extraction in style transfer.Additionally,an enhanced Transformer encoder is incorporated to capture contextual semantic information within images,while the CLIP model is employed for text data processing.A hybrid attention module is designed to precisely capture style features,achieving multimodal feature fusion via a diffusion model that generates exhibition hall design images aligned with stylistic requirements.Quantitative experiments show that compared with the most advanced algorithms,the proposed method has achieved significant performance improvement on both Fréchet Inception Distance(FID)and Kernel Inception Distance(KID)indexes.For example,on the ExpoArchive dataset,the proposed method has a FID value of 87.9 and a KID value of 1.98,which is significantly superior to other methods.
