arXiv:2505.17141cs.CYcs.AI2025-05综述被引 4

梳理生成式AI与元宇宙如何重塑时尚产业

Fashion Industry in the Age of Generative Artificial Intelligence and Metaverse: A systematic Review

  • 采用PRISMA方法系统分析2014-2023年578篇文献,筛选出118篇高质量研究
  • 发现两者融合能显著提升设计、制造、销售与用户体验,带来革命性变革
  • 提出整合框架并列出多个应用案例,为后续研究指明方向

时尚产业是年产值达万亿的高利润市场,涵盖服装、鞋履与配饰的生产与分销。本文通过系统文献综述(SLR)方法,系统考察生成式人工智能(GAI)与元宇宙在时尚产业中的研究现状。采用PRISMA流程,分三阶段:识别、评估与报告。识别阶段通过关键词与同义词确定检索问题,共检索到2014年至2023年底的578篇文献;评估阶段经三轮筛选,选出118篇符合标准的全文进行深入分析;报告阶段对这118篇论文进行综合分析,提炼出与GAI和元宇宙相关的主题。基于对GAI与元宇宙在时尚领域的SWOT分析,研究结论认为二者融合具备深刻变革产业的能力,可在设计、制造、销售及客户体验方面创造新机遇。据此,本文提出一个整合GAI与元宇宙的新框架,并展示多种应用场景。同时,明确了未来实现成功整合的研究方向。

原文摘要 · Abstract (English)

The fashion industry is an extremely profitable market that generates trillions of dollars in revenue by producing and distributing apparel, footwear, and accessories. This systematic literature review (SLR) seeks to systematically review and analyze the research landscape about the Generative Artificial Intelligence (GAI) and metaverse in the fashion industry. Thus, investigating the impact of integrating both technologies to enhance the fashion industry. This systematic review uses the Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) methodology, including three essential phases: identification, evaluation, and reporting. In the identification phase, the target search problems are determined by selecting appropriate keywords and alternative synonyms. After that 578 documents from 2014 to the end of 2023 are retrieved. The evaluation phase applies three screening steps to assess papers and choose 118 eligible papers for full-text reading. Finally, the reporting phase thoroughly examines and synthesizes the 118 eligible papers to identify key themes associated with GAI and Metaverse in the fashion industry. Based on Strengths, Weaknesses, Opportunities, and Threats (SWOT) analyses performed for both GAI and metaverse for the fashion industry, it is concluded that the integration of GAI and the metaverse holds the capacity to profoundly revolutionize the fashion sector, presenting chances for improved manufacturing, design, sales, and client experiences. Accordingly, the research proposes a new framework to integrate GAI and metaverse to enhance the fashion industry. The framework presents different use cases to promote the fashion industry using the integration. Future research points for achieving a successful integration are demonstrated.

生成式AI元宇宙时尚产业系统综述

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