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电影智能化制作新机遇:CVPR 2024多模态技术发展综述

New opportunities for intelligent film production:an overview of multimodal technology development at CVPR 2024
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摘要 为了探讨电影智能化制作新机遇,本文深入分析2024年国际计算机视觉与模式识别会议(CVPR)中多模态领域前沿技术成果。具体而言,本文聚焦视觉、文本和音频三个模态的研究与多模态技术在电影制作领域的重要应用:视频生成、视频编辑和预告片剪辑技术,视频描述生成和视频内容解读技术,以及声画同步、音效生成和视频配乐技术。研究表明,电影制作过程与多模态技术的融合应用不仅大幅提高制作效率,也将显著增强艺术表现力。最后,本文总结了当前面临的多模态技术挑战,并展望了相关技术在未来电影制作中的发展方向。 In order to explore new opportunities for intelligent film production,this paper provides an in⁃depth analysis of cutting⁃edge multimodal technological achievements from the CVPR 2024 conference.Specifically,this paper focuses on the study of visual,textual,and audio modalities and the major applications of multimodal technologies in the field of film production:video generation,video editing,and trailer editing;video description generation and video content interpreta⁃tion;and sound and picture synchronization,sound effect generation,and video music generation.The study shows that the integration of the film production process with the application of multimodal technologies will not only greatly improve the production efficiency,but also significantly enhance the artistic expression.Finally,this paper summarizes the current challenges faced by multimodal technologies and looks forward to the development direction of related technologies in fu⁃ture film production.
作者 谢志峰 余盛叶 Xie Zhifeng;Yu Shengye(Shanghai Film Academy,Shanghai University;Shanghai Engineering Research Center of Motion Picture Special Ef‐fects)
出处 《现代电影技术》 2024年第7期12-20,共9页 Advanced Motion Picture Technology
关键词 人工智能 电影制作 多模态技术 大语言模型 计算机视觉 Artificial Intelligence Film Production Multimodal Technology Large Language Model Computer Vision
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