2024 04 v.24 66-81
人工智能生成式内容(AIGC)服装设计的定义、特点与协同创新
基金项目(Foundation):
江阴-清华创新引领行动专项资助项目“生成式人工智能(AIGC)在服装品牌产品研发中的创新设计方法与理论构建研究”(项目编号：2024JYTH11)
邮箱(Email):
DOI:
10.19883/j.1009-9034.2024.0334
中文作者单位:
清华大学美术学院;闽江学院服装与艺术工程学院;
摘要(Abstract):
人工智能生成式内容(Artificial Intelligence Generated Content, AIGC)作为一种新兴的生成式技术，在各领域具有广泛的应用潜力和价值。该文旨在梳理AIGC在不同专业领域的定义，并结合其在服装设计中的应用内容，对AIGC进行更为精确和具体的定义与总结。归纳AIGC的常见分类与应用场景，通过梳理AIGC在服装设计协同创新的发展历程，探讨了其关键技术与局限性，即分别在设计效率与质量提升、个性化与定制化设计、传统与现代工作流程方面存在技术挑战。通过对AIGC在服装设计领域工作流程的详细分析，揭示AIGC技术如何与设计师的创意思维和工作流程相结合，更深入地理解其在服装领域的应用特点，从而提高设计效率、激发创新潜能，并最终实现协同创新，研究结论可为后续学术研究和实践应用提供有益的参考。
关键词(KeyWords):
AIGC;生成式人工智能;服装设计;协作流程
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参考文献
[1] HSIAO S W,et al.Applying a hybrid approach based on fuzzy neural network and genetic algorithm to product form design[J].Int.J.Ind.Ergon,2005,35 (5) :411-428.
[2] Chor-Kheng Lim.From Pencil To Pixel:The Evolution of Design Ideation Tools[J].ACCELERATED DESIGN,Proceedings of the 29th International Conference of the Association for ComputerAided Architectural Design Research in Asia (CAADRIA),2024(3):90.
[3] JAVAID M.,HALEEM A,SINGH R P.A study on ChatGPT for Industry 4.0:Background,potentials,challenges,and eventualities[J].Journal of Economy and Technology,2023(1):127-143.
[4] 李旭光，胡奕，王曼，等.人工智能生成内容研究综述：应用、风险与治理[J].图书情报工作，2024(17):136-137.
[5] 中国信息通信研究院.人工智能生成内容(AIGC)白皮书(2022年).[EB/OL].(2024-03-23)[2024-12-03].http://www.caict.ac.cn/kxyj/qwfb/bps/202209/P020220902534520798735.pdf.
[6] 李白杨，白云，詹希旎，等.人工智能生成内容 (AIGC) 的技术特征与形态演进[J].图书情报知识，2023,40(1):66-74.
[7] 翟尤，李娟.AIGC发展路径思考：大模型工具化普及迎来新机遇[J].互联网天地，2022(11):22-27.
[8] 朱禹，陈关泽，叶继元.人工智能生成内容(AIGC)的本质属性及其对信息资源管理学科的影响[J].信息资源管理学报，2024(9):4-10.
[9] Lin Geng Foo,Hossein Rahmani,Jun Liu.AI-Generated Content (AIGC) for various data modalities:A survey[J].Association for Computing Machinery,2023,1(1).
[10] Stephanie Thomas,Megan Taylor,Brandon Anderson,et al.The evolution and impact of Generative AI:From early models to advanced AIGC technologies[J].ResearchGate,2023(1):1.
[11] J.D.Chavan,C.R.Mankar,V.M.Patil.Opportunities in research for Generative Artificial Intelligence(GenAI),challenges and future direction:A study[J].International Research Journal of Engineering and Technology,2024,11(2):446.
[12] David Oniani,Jordan Hilsman,Yifan Peng,et al.Adopting and expanding ethical principles for generative artificial intelligence from military to healthcare[J].Digital Medicine,2023,6(1):225.
[13] Boscardin Christy K,Gin Brian,Golde Polo Black,et al.ChatGPT and generative artificial intelligence for medical education:potentialimpact and opportunity[J].Academic Medicine,2024,99(1):22-27.
[14] J.Oppenlaender.Prompt engineering for text-based generativeart[C].Apr.2022,arXiv:2204.13988.
[15] ChatGPT:Optimizing language models for dialogue.[EB/OL].(2023-04-02).https://openai.com/blog/chatgpt/.
[16] G.Marcus,E.Davis,and S.Aaronson.A very preliminary analysis of DALL-E 2[C].Apr.2022,arXiv:2204.13807.
[17] Minrui Xu,Hongyang Du,Dusit Niyato,et al.Unleashing the power of edge-cloud generative AI in mobile networks:A survey of AIGC services[J].IEEE Communications Surveys & Tutorials,2024,26(2):1133.
[18] M.Chui,et al.Notes from the AI frontier:Insights from hundreds of use cases[D].Washington,District of Columbia,USA:McKinsey Global Institute,2018:17.
[19] 于婉莹.人工智能对艺术创作的变革性影响分析[J].南京艺术学院学报，2014(1):190-194.
[20] YIN H,ZHANG Z,LIU Y.The exploration of integrating the Midjourney Artificial Intelligence Generated Content Tool into design systems to direct designers towards future-oriented innovation[J].Systems,2023(12):11.
[21] Jian Rao,Mengzhen Xiong.A new art design method based on AIGC:Analysis from the perspective of creation efficiency[C]//2023 4th International Conference on Intelligent Design(ICID),2023:129-130.
[22] Pan Shimin,Rusmadiah Bin Anwar,Nor Nazida Binti Awang,et al.Research on Yixing Zisha teapot design innovation based on AIGC Technology[J].International Journal of Innovation,Creativity and Change,2023,17(2):439.
[23] N.Van der Stappen.Evaluating consumer responses to AI-generated imagery in social media advertisements[D].Netherlands:Tilburg University.2024:5.
[24] Ramdurai,B.The impact,advancements and applications of Generative AI[J].Research Gate,2023(6):1-8.
[25] 杨京玲，陈燕雯.基于 AIGC 的桃花坞木版年画在家居设计中的创新应用研究[J].包装工程，2024,45(12):471.
[26] 葛松源，胡中节.AIGC视域下摄影本体边界的拓宽与发展挑战.[J].南京艺术学院学报(美术与设计),2024(3):168.
[27] Sophia Song.Examining people’s attitudes and perspectives towards generative AI technologies in Webtoon content creation[D].Seoul,South Korea:Yonsei University,2024:16-17.
[28] Zhuohao Wu,Ritong Tang,Ganyu Wang,et al.The Research and Design of an AIGC Empowered Fashion Design Product[J].Human-Computer Interaction,2024,14688(5):413-429.
[29] Ziyue Guo,Zongyang Zhu,Yizhi Li,et al.AI Assisted Fashion Design:A Review[J].IEEE Access,2023,11(8):88412.
[30] Asya Grechka,Guillaume Couairon,Matthieu Cord.GradPaint:Gradient-Guided Inpainting with Diffusion Models [J].Computer Vision and Image Understanding,2024,240(3):240.
[31] J.Shi,C.Wu,J.Liang,et al.DiVAE:Photorealistic images synthesis with denoising diffusion decoder [J].Computer Vision and Pattern Recognition,2022(6):2.
[32] M.Xu,D.Niyato,J.Kang,et al.Wireless edge-empowered metaverse:A learning-based incentive mechanism for virtual reality[C]//ICC 2022 - IEEE International Conference on Communications(ICC),Seoul,South Korea,2022:5220-5225.
[33] H.Zhang,S.Mao,D.Niyato,et al.Location-dependent augmented reality services in wireless edge-enabled metaverse systems [J].IEEE Open Journal of the Communications Society,2023,4(1):171-183.
[34] J.Du,F.R.Yu,G.Lu,et al.MEC-assisted immersive VR video streaming over terahertz wireless networks:A deep reinforcement learning approach [J].IEEE Internet of Things Journal,2020,7(10):9517-9529.
[35] Feng Zhang,Huihuang Zhao,Yuhua Li,et al.CBA-GAN:Cartoonization Style Transformation Based on the Convolutional Attention Module [J].Computers and Electrical Engineering,2023,106(3):108575.
[36] Hugo Moreno,Adrià Gómez,Sergio Altares-López,et al.Analysis of Stable Diffusion-Derived Fake Weeds Performance for Training Convolutional Neural Networks [J].Computers and Electronics in Agriculture,2023,214(11):214.
[37] O.Gafni,A.Polyak,O.Ashual,et al.Make-a-scene:Scene-based text-to-image generation with humanpriors [C]// Proc.17th Eur.Conf.Comput.Vis,Tel Aviv-Yafo,Israel,2022:89-106.
[38] A.Blattmann,R.Rombach,K.Oktay,et al.Semiparametric neural image synthesis[C]//Proc.Adv.Neural Inf.Process.Syst.,2022:1-16.
[39] A.Blattmann,R.Rombach,K.Oktay,et al.Semiparametric neural image synthesis[C]// Proc.Adv.Neural Inf.Process.Syst.,2022:30-34.
[40] M.Westerlund.The emergence of deepfake technology:A review[J].Technology innovation management review,2019,9(11):40-53.
[41] 华裔.结构化写作让英语作文有趣、有效、有料[J].英语画刊(高中版),2023(29):40-42.
[42] 龚思颖，黎小林.元宇宙场域下AIGC赋能广告的原理与实现路径[J].现代广告，2023(14):12-18.
[43] 郑梦悦，秦春秀，马续补.面向中文科技文献非结构化摘要的知识元表示与抽取研究——基于知识元本体理论[J].情报理论与实践，2020,43(2):157-163.
[44] 王泽轩，陈亚军.AIGC技术发展与应用进展[J].印刷与数字媒体技术研究，2024(4).
[45] R.Gozalo-Brizuela.ChatGPT is not all you need.A state of the art review of large generative AImodels[D].New York:Cornell University,2023:3-5.
[46] E.Crothers,N.Japkowicz,H.Viktor.Machine generated text:A comprehensive survey of threat models and detection methods[J].IEEE Access,2023,11:70977-71002.
[47] Prafulla Dhariwal,Heewoo Jun,Christine Payne,et al.Jukebox:A generative model for music[J].Electrical Engineering and Systems Science,2020(5):1-3.
[48] Li-China Yang,et al.MidiNet:A Convolutional Generative Adversarial Network for Symbolic-Domain Music Generation[C]//ISMIR (International Society of Music Information Retrieval) Conference,2017:33.
[49] Makhmutov M,Varouqa S,Brow J A.Survey on copyright laws about music generated by artificial intelligence[C]//IEEE Symposium Series on Computational Intelligence (SSCI).IEEE,2020(11):3003-3009.
[50] A.van den Oord,et al.WaveNet:A generative model for raw audio[C]// 9th ISCA Workshop Speech Synth.Workshop,Sunnyvale,CA,USA,2016:125.
[51] J.Ho,T.Salimans,A.Gritsenko,et al.Video diffusion models[J].Advances in Neural Information Processing Systems,2022,35:8633-8646.
[52] Yan Liu,Li-Fang Wei,Xinyuan Qian,et al.Multimodal Text-to-Speech of Multi-scale Style Control for Dubbing [J].Pattern Recognition Letters,2024,179(2):158-164.
[53] 孙守迁，曹磊磊，王松，等.生成式人工智能大模型在设计领域的应用[J].家具与室内装饰，2024,31(4):4-5.
[54] Z.Wang,P.Du,Z.Xu,et al.Divide and control:Generation of Multiple Component Comic Illustrations with Diffusion Models Based on Regression[C]//Proceedings of International Conference on AI-generated Content,2023:59-69.
[55] Y.Zhao.Exploring the application and influence of Artificial Intelligence AIGC Technology on Logo Design[C]//Proceedings of 2nd International Conference on Intelligent Design and Innovative Technology(ICIDIT 2023).Atlantis Press,2023:451-459.
[56] 王一凡，宫雪琳，朱寒庆，等.AIGC技术下的陶瓷创意设计研究[J].陶瓷科学与艺术，2023,57(10):84-87.
[57] Arango,L.,Singaraju,S.P.,& Niininen,O.Consumer responses to AI-Generated charitable giving ads[J].Journal of Advertising,2023,52(4):486-503.
[58] Guo,C.,Lu,Y.,Dou,Y.,& Wang,F.Y.Can ChatGPT boost artistic creation:The need of imaginative intelligence for parallel art[J].IEEE/CAA Journal of Automatica Sinica,2023,10(4):835-838.
[59] Wong Y,Fan S,Guo Y,et al.Compute to tell the tale:Goal-driven narrative generation[C]//Proceedings of the 30th ACM International Conference on Multimedia,Lisboa,Portugal,2022:6875-6882.
[60] Martinez-Arellano,G,Cant,R.,Woods,D.Creating AI characters for fighting games using genetic programming[J].IEEE Transactions on Computational Intelligence and AI in Games,2016,9(4):423-424.
[61] Kung,T.H.,Cheatham,M.,Medenilla,A,et al.Performance of ChatGPT on USMLE:Potential for AI-assisted medical education using large language models[J].PLoS Digital Health,2023,2(2):1-12.
[62] Ozalp,H.,Ozcan,P.,Dinckol,D.,et al.“Digital Colonization”of highly regulated industries:An analysis of big tech platforms’entry into health care and education[J].California Management Review,2022,64(4):78-107.
[63] Siau,K.,Wang,W.Artificial intelligence (AI) ethics:Ethics of AI and ethical AI [J].Journal of Database Management,2020,31(2):74-87.
[64] KASNECL E,et al.ChatGPT for good?On opportunities and challenges of large language models for education[J].Learning and Individual Differences,2023,103:102274.
[65] Susarla,A.,Gopal,R.,Thatcher,J.B.,et al.The Janus effect of generative AI:Charting the path for responsible conduct of scholarly activities in information systems[J].Information Systems Research,2023,34(2):399-408.
[66] Firat,M.How ChatGPT can transform autodidactic experiences and open education[J].OSF Preprints,2023(3):1-5.
[67] Soon Chong Johnson Lim,Ming Foong Lee.Rethinking education in the era of Artificial Intelligence (AI):Towards future workforce competitiveness and business Success[J].Emerging Technologies in Business,2024(3):154-155.
[68] 何大壮，张志宽，谭贵华，等.汽车发动机生产质量信息的Tableau数字化展示[J].汽车实用技术，2023,48(23):196-197.
[69] Mohamed Cherradi,Fadwa Bouhafer,Anass EL Haddadi.Data lake governance using IBM-Watson knowledge catalog[J].Scientific African,2023,21(9):1855.
[70] Brian Mastroianni.Hot fashion designer IBM Watson to debut smart dress at MetGala[EB/OL].(2016-10-14)[2023-12-31].https ://www.cnet.com/tech/mobile/marchesa-ibm-watson-to-debut-cognitive-dress-at-met-gala/.
[71] Su-Hyun Ahn,Sang-Jun Lee.Weblog Analysis of University Admissions Website using Google Analytics[J].Journal of Practical Engineering Education,2024,16(1):95-103.
[72] EDITORIALS N.Tools such as ChatGPT threaten transparent science;here are our ground rules for their use[J].Nature,2023,613(7945):612.
[73] Park,Keunsoo.Study on the feasibility of using AI image generation tool for fashion design development-Focused on the use of Midjourney[J].The Journal of the Convergence on Culture Technology,2023,9(6):237.
[74] Nataliya Derevyanko,Olena Zalevska.Comparative analysis of neural networks Midjourney,Stable Diffusion,and DALL-E and ways of their implementation in the educational process of students of design specialities[J].Comparative Analysis of Neural Networks,2023,9(3):37-42.
[75] Marcus,G.,Davis,E.,& Aaronson,S.A very preliminary analysis of DALL-E 2[J].Computer Vision and Pattern Recognition,2022(2):13807.
[76] Lee S.,Hoover B.,Strobelt H,et al.Diffusion explainer:Visual explanation for text-to-image stable diffusion[J].Computation and Language,2023(3):1-5.
[77] MONICA PS,ALOK S,SAMRIDHI G.Artificial Intelligence (AI) in textile industry operational modernization.[J].Textile Apparel,2024,28(1):67-83.
[78] Prutha,D.,Ashwinkumar,G.,Tim,O.Fashioning with Networks:Neural Style Transfer to Design Clothes[J].Computer Vision and Pattern Recognition,2017(7):1-7.
[79] Kato,N,Osone H,Oomori K,et al.GANs-based clothes de-sign:pattern maker is all you need to design clothing[C]//10th Augmented Human International Conference on Proceedings,2019:1-7.
[80] Alibaba Cloud:FashionAI Global Challenge 2018[EB/OL].(2018-03-16) [2024-09-31].https://tianchi.aliyun.com/markets/tianchi/FashionAIeng/.
[81] Melanie L.AI Tool Detects Global Fashion Trends[EB/OL].(2019-11-29) [2024-09-31].https://news.cornell.edu/stories/2019/10/ai-tool-detects-global-fashion-trends/.
[82] Mayura J.An AI“Designer”Just Won Runner-Up in a Major Fashion Design Competition[EB/OL].(2023-02-16) [2024-09-31].https://radii.co/article/an-ai-designer-just-won-runner-up-in-a-major-fashion-design-competition/.
[83] 丛立先，李泳霖.生成式AI的作品认定与版权归属——以ChatGPT的作品应用场景为例[J].山东大学学报(哲学社会科学版),2023 (4):171-181.
[84] Shidong,C.,Wenhao C.,Shengyu,H.et al.DiffFashion:Reference-based Fashion Design with Structure-aware Transfer by Diffusion Models[J].IEEE Transactions on Multimedia,2023,26(9):3962 - 3975.
[2] Chor-Kheng Lim.From Pencil To Pixel:The Evolution of Design Ideation Tools[J].ACCELERATED DESIGN,Proceedings of the 29th International Conference of the Association for ComputerAided Architectural Design Research in Asia (CAADRIA),2024(3):90.
[3] JAVAID M.,HALEEM A,SINGH R P.A study on ChatGPT for Industry 4.0:Background,potentials,challenges,and eventualities[J].Journal of Economy and Technology,2023(1):127-143.
[4] 李旭光，胡奕，王曼，等.人工智能生成内容研究综述：应用、风险与治理[J].图书情报工作，2024(17):136-137.
[5] 中国信息通信研究院.人工智能生成内容(AIGC)白皮书(2022年).[EB/OL].(2024-03-23)[2024-12-03].http://www.caict.ac.cn/kxyj/qwfb/bps/202209/P020220902534520798735.pdf.
[6] 李白杨，白云，詹希旎，等.人工智能生成内容 (AIGC) 的技术特征与形态演进[J].图书情报知识，2023,40(1):66-74.
[7] 翟尤，李娟.AIGC发展路径思考：大模型工具化普及迎来新机遇[J].互联网天地，2022(11):22-27.
[8] 朱禹，陈关泽，叶继元.人工智能生成内容(AIGC)的本质属性及其对信息资源管理学科的影响[J].信息资源管理学报，2024(9):4-10.
[9] Lin Geng Foo,Hossein Rahmani,Jun Liu.AI-Generated Content (AIGC) for various data modalities:A survey[J].Association for Computing Machinery,2023,1(1).
[10] Stephanie Thomas,Megan Taylor,Brandon Anderson,et al.The evolution and impact of Generative AI:From early models to advanced AIGC technologies[J].ResearchGate,2023(1):1.
[11] J.D.Chavan,C.R.Mankar,V.M.Patil.Opportunities in research for Generative Artificial Intelligence(GenAI),challenges and future direction:A study[J].International Research Journal of Engineering and Technology,2024,11(2):446.
[12] David Oniani,Jordan Hilsman,Yifan Peng,et al.Adopting and expanding ethical principles for generative artificial intelligence from military to healthcare[J].Digital Medicine,2023,6(1):225.
[13] Boscardin Christy K,Gin Brian,Golde Polo Black,et al.ChatGPT and generative artificial intelligence for medical education:potentialimpact and opportunity[J].Academic Medicine,2024,99(1):22-27.
[14] J.Oppenlaender.Prompt engineering for text-based generativeart[C].Apr.2022,arXiv:2204.13988.
[15] ChatGPT:Optimizing language models for dialogue.[EB/OL].(2023-04-02).https://openai.com/blog/chatgpt/.
[16] G.Marcus,E.Davis,and S.Aaronson.A very preliminary analysis of DALL-E 2[C].Apr.2022,arXiv:2204.13807.
[17] Minrui Xu,Hongyang Du,Dusit Niyato,et al.Unleashing the power of edge-cloud generative AI in mobile networks:A survey of AIGC services[J].IEEE Communications Surveys & Tutorials,2024,26(2):1133.
[18] M.Chui,et al.Notes from the AI frontier:Insights from hundreds of use cases[D].Washington,District of Columbia,USA:McKinsey Global Institute,2018:17.
[19] 于婉莹.人工智能对艺术创作的变革性影响分析[J].南京艺术学院学报，2014(1):190-194.
[20] YIN H,ZHANG Z,LIU Y.The exploration of integrating the Midjourney Artificial Intelligence Generated Content Tool into design systems to direct designers towards future-oriented innovation[J].Systems,2023(12):11.
[21] Jian Rao,Mengzhen Xiong.A new art design method based on AIGC:Analysis from the perspective of creation efficiency[C]//2023 4th International Conference on Intelligent Design(ICID),2023:129-130.
[22] Pan Shimin,Rusmadiah Bin Anwar,Nor Nazida Binti Awang,et al.Research on Yixing Zisha teapot design innovation based on AIGC Technology[J].International Journal of Innovation,Creativity and Change,2023,17(2):439.
[23] N.Van der Stappen.Evaluating consumer responses to AI-generated imagery in social media advertisements[D].Netherlands:Tilburg University.2024:5.
[24] Ramdurai,B.The impact,advancements and applications of Generative AI[J].Research Gate,2023(6):1-8.
[25] 杨京玲，陈燕雯.基于 AIGC 的桃花坞木版年画在家居设计中的创新应用研究[J].包装工程，2024,45(12):471.
[26] 葛松源，胡中节.AIGC视域下摄影本体边界的拓宽与发展挑战.[J].南京艺术学院学报(美术与设计),2024(3):168.
[27] Sophia Song.Examining people’s attitudes and perspectives towards generative AI technologies in Webtoon content creation[D].Seoul,South Korea:Yonsei University,2024:16-17.
[28] Zhuohao Wu,Ritong Tang,Ganyu Wang,et al.The Research and Design of an AIGC Empowered Fashion Design Product[J].Human-Computer Interaction,2024,14688(5):413-429.
[29] Ziyue Guo,Zongyang Zhu,Yizhi Li,et al.AI Assisted Fashion Design:A Review[J].IEEE Access,2023,11(8):88412.
[30] Asya Grechka,Guillaume Couairon,Matthieu Cord.GradPaint:Gradient-Guided Inpainting with Diffusion Models [J].Computer Vision and Image Understanding,2024,240(3):240.
[31] J.Shi,C.Wu,J.Liang,et al.DiVAE:Photorealistic images synthesis with denoising diffusion decoder [J].Computer Vision and Pattern Recognition,2022(6):2.
[32] M.Xu,D.Niyato,J.Kang,et al.Wireless edge-empowered metaverse:A learning-based incentive mechanism for virtual reality[C]//ICC 2022 - IEEE International Conference on Communications(ICC),Seoul,South Korea,2022:5220-5225.
[33] H.Zhang,S.Mao,D.Niyato,et al.Location-dependent augmented reality services in wireless edge-enabled metaverse systems [J].IEEE Open Journal of the Communications Society,2023,4(1):171-183.
[34] J.Du,F.R.Yu,G.Lu,et al.MEC-assisted immersive VR video streaming over terahertz wireless networks:A deep reinforcement learning approach [J].IEEE Internet of Things Journal,2020,7(10):9517-9529.
[35] Feng Zhang,Huihuang Zhao,Yuhua Li,et al.CBA-GAN:Cartoonization Style Transformation Based on the Convolutional Attention Module [J].Computers and Electrical Engineering,2023,106(3):108575.
[36] Hugo Moreno,Adrià Gómez,Sergio Altares-López,et al.Analysis of Stable Diffusion-Derived Fake Weeds Performance for Training Convolutional Neural Networks [J].Computers and Electronics in Agriculture,2023,214(11):214.
[37] O.Gafni,A.Polyak,O.Ashual,et al.Make-a-scene:Scene-based text-to-image generation with humanpriors [C]// Proc.17th Eur.Conf.Comput.Vis,Tel Aviv-Yafo,Israel,2022:89-106.
[38] A.Blattmann,R.Rombach,K.Oktay,et al.Semiparametric neural image synthesis[C]//Proc.Adv.Neural Inf.Process.Syst.,2022:1-16.
[39] A.Blattmann,R.Rombach,K.Oktay,et al.Semiparametric neural image synthesis[C]// Proc.Adv.Neural Inf.Process.Syst.,2022:30-34.
[40] M.Westerlund.The emergence of deepfake technology:A review[J].Technology innovation management review,2019,9(11):40-53.
[41] 华裔.结构化写作让英语作文有趣、有效、有料[J].英语画刊(高中版),2023(29):40-42.
[42] 龚思颖，黎小林.元宇宙场域下AIGC赋能广告的原理与实现路径[J].现代广告，2023(14):12-18.
[43] 郑梦悦，秦春秀，马续补.面向中文科技文献非结构化摘要的知识元表示与抽取研究——基于知识元本体理论[J].情报理论与实践，2020,43(2):157-163.
[44] 王泽轩，陈亚军.AIGC技术发展与应用进展[J].印刷与数字媒体技术研究，2024(4).
[45] R.Gozalo-Brizuela.ChatGPT is not all you need.A state of the art review of large generative AImodels[D].New York:Cornell University,2023:3-5.
[46] E.Crothers,N.Japkowicz,H.Viktor.Machine generated text:A comprehensive survey of threat models and detection methods[J].IEEE Access,2023,11:70977-71002.
[47] Prafulla Dhariwal,Heewoo Jun,Christine Payne,et al.Jukebox:A generative model for music[J].Electrical Engineering and Systems Science,2020(5):1-3.
[48] Li-China Yang,et al.MidiNet:A Convolutional Generative Adversarial Network for Symbolic-Domain Music Generation[C]//ISMIR (International Society of Music Information Retrieval) Conference,2017:33.
[49] Makhmutov M,Varouqa S,Brow J A.Survey on copyright laws about music generated by artificial intelligence[C]//IEEE Symposium Series on Computational Intelligence (SSCI).IEEE,2020(11):3003-3009.
[50] A.van den Oord,et al.WaveNet:A generative model for raw audio[C]// 9th ISCA Workshop Speech Synth.Workshop,Sunnyvale,CA,USA,2016:125.
[51] J.Ho,T.Salimans,A.Gritsenko,et al.Video diffusion models[J].Advances in Neural Information Processing Systems,2022,35:8633-8646.
[52] Yan Liu,Li-Fang Wei,Xinyuan Qian,et al.Multimodal Text-to-Speech of Multi-scale Style Control for Dubbing [J].Pattern Recognition Letters,2024,179(2):158-164.
[53] 孙守迁，曹磊磊，王松，等.生成式人工智能大模型在设计领域的应用[J].家具与室内装饰，2024,31(4):4-5.
[54] Z.Wang,P.Du,Z.Xu,et al.Divide and control:Generation of Multiple Component Comic Illustrations with Diffusion Models Based on Regression[C]//Proceedings of International Conference on AI-generated Content,2023:59-69.
[55] Y.Zhao.Exploring the application and influence of Artificial Intelligence AIGC Technology on Logo Design[C]//Proceedings of 2nd International Conference on Intelligent Design and Innovative Technology(ICIDIT 2023).Atlantis Press,2023:451-459.
[56] 王一凡，宫雪琳，朱寒庆，等.AIGC技术下的陶瓷创意设计研究[J].陶瓷科学与艺术，2023,57(10):84-87.
[57] Arango,L.,Singaraju,S.P.,& Niininen,O.Consumer responses to AI-Generated charitable giving ads[J].Journal of Advertising,2023,52(4):486-503.
[58] Guo,C.,Lu,Y.,Dou,Y.,& Wang,F.Y.Can ChatGPT boost artistic creation:The need of imaginative intelligence for parallel art[J].IEEE/CAA Journal of Automatica Sinica,2023,10(4):835-838.
[59] Wong Y,Fan S,Guo Y,et al.Compute to tell the tale:Goal-driven narrative generation[C]//Proceedings of the 30th ACM International Conference on Multimedia,Lisboa,Portugal,2022:6875-6882.
[60] Martinez-Arellano,G,Cant,R.,Woods,D.Creating AI characters for fighting games using genetic programming[J].IEEE Transactions on Computational Intelligence and AI in Games,2016,9(4):423-424.
[61] Kung,T.H.,Cheatham,M.,Medenilla,A,et al.Performance of ChatGPT on USMLE:Potential for AI-assisted medical education using large language models[J].PLoS Digital Health,2023,2(2):1-12.
[62] Ozalp,H.,Ozcan,P.,Dinckol,D.,et al.“Digital Colonization”of highly regulated industries:An analysis of big tech platforms’entry into health care and education[J].California Management Review,2022,64(4):78-107.
[63] Siau,K.,Wang,W.Artificial intelligence (AI) ethics:Ethics of AI and ethical AI [J].Journal of Database Management,2020,31(2):74-87.
[64] KASNECL E,et al.ChatGPT for good?On opportunities and challenges of large language models for education[J].Learning and Individual Differences,2023,103:102274.
[65] Susarla,A.,Gopal,R.,Thatcher,J.B.,et al.The Janus effect of generative AI:Charting the path for responsible conduct of scholarly activities in information systems[J].Information Systems Research,2023,34(2):399-408.
[66] Firat,M.How ChatGPT can transform autodidactic experiences and open education[J].OSF Preprints,2023(3):1-5.
[67] Soon Chong Johnson Lim,Ming Foong Lee.Rethinking education in the era of Artificial Intelligence (AI):Towards future workforce competitiveness and business Success[J].Emerging Technologies in Business,2024(3):154-155.
[68] 何大壮，张志宽，谭贵华，等.汽车发动机生产质量信息的Tableau数字化展示[J].汽车实用技术，2023,48(23):196-197.
[69] Mohamed Cherradi,Fadwa Bouhafer,Anass EL Haddadi.Data lake governance using IBM-Watson knowledge catalog[J].Scientific African,2023,21(9):1855.
[70] Brian Mastroianni.Hot fashion designer IBM Watson to debut smart dress at MetGala[EB/OL].(2016-10-14)[2023-12-31].https ://www.cnet.com/tech/mobile/marchesa-ibm-watson-to-debut-cognitive-dress-at-met-gala/.
[71] Su-Hyun Ahn,Sang-Jun Lee.Weblog Analysis of University Admissions Website using Google Analytics[J].Journal of Practical Engineering Education,2024,16(1):95-103.
[72] EDITORIALS N.Tools such as ChatGPT threaten transparent science;here are our ground rules for their use[J].Nature,2023,613(7945):612.
[73] Park,Keunsoo.Study on the feasibility of using AI image generation tool for fashion design development-Focused on the use of Midjourney[J].The Journal of the Convergence on Culture Technology,2023,9(6):237.
[74] Nataliya Derevyanko,Olena Zalevska.Comparative analysis of neural networks Midjourney,Stable Diffusion,and DALL-E and ways of their implementation in the educational process of students of design specialities[J].Comparative Analysis of Neural Networks,2023,9(3):37-42.
[75] Marcus,G.,Davis,E.,& Aaronson,S.A very preliminary analysis of DALL-E 2[J].Computer Vision and Pattern Recognition,2022(2):13807.
[76] Lee S.,Hoover B.,Strobelt H,et al.Diffusion explainer:Visual explanation for text-to-image stable diffusion[J].Computation and Language,2023(3):1-5.
[77] MONICA PS,ALOK S,SAMRIDHI G.Artificial Intelligence (AI) in textile industry operational modernization.[J].Textile Apparel,2024,28(1):67-83.
[78] Prutha,D.,Ashwinkumar,G.,Tim,O.Fashioning with Networks:Neural Style Transfer to Design Clothes[J].Computer Vision and Pattern Recognition,2017(7):1-7.
[79] Kato,N,Osone H,Oomori K,et al.GANs-based clothes de-sign:pattern maker is all you need to design clothing[C]//10th Augmented Human International Conference on Proceedings,2019:1-7.
[80] Alibaba Cloud:FashionAI Global Challenge 2018[EB/OL].(2018-03-16) [2024-09-31].https://tianchi.aliyun.com/markets/tianchi/FashionAIeng/.
[81] Melanie L.AI Tool Detects Global Fashion Trends[EB/OL].(2019-11-29) [2024-09-31].https://news.cornell.edu/stories/2019/10/ai-tool-detects-global-fashion-trends/.
[82] Mayura J.An AI“Designer”Just Won Runner-Up in a Major Fashion Design Competition[EB/OL].(2023-02-16) [2024-09-31].https://radii.co/article/an-ai-designer-just-won-runner-up-in-a-major-fashion-design-competition/.
[83] 丛立先，李泳霖.生成式AI的作品认定与版权归属——以ChatGPT的作品应用场景为例[J].山东大学学报(哲学社会科学版),2023 (4):171-181.
[84] Shidong,C.,Wenhao C.,Shengyu,H.et al.DiffFashion:Reference-based Fashion Design with Structure-aware Transfer by Diffusion Models[J].IEEE Transactions on Multimedia,2023,26(9):3962 - 3975.
基本信息:
DOI：10.19883/j.1009-9034.2024.0334
中图分类号:TS941.2;TP18
引用信息:
[1]贾玺增,张馨翌,于小利.人工智能生成式内容(AIGC)服装设计的定义、特点与协同创新[J].东华大学学报(社会科学版),2024,24(04):66-81.DOI:10.19883/j.1009-9034.2024.0334.
基金信息:
江阴-清华创新引领行动专项资助项目“生成式人工智能(AIGC)在服装品牌产品研发中的创新设计方法与理论构建研究”(项目编号：2024JYTH11)