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In this survey paper, we provide a comprehensive overview of Neural Fields, with respect to their applications towards multimedia. We specifically focus on audio, images, video, and joint audio-video applications in this first part, and on volumetric videos and 3D objects in the second part. While highlighting several key works that have contributed to each application area in a significant manner, we also discuss the emerging trends, and the speculations on the future of the field.

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Neural Fields for Multimedia Applications (Part-1): Trends in Audio, Images and Videos

  • 会议论文

  • 发表日期：

    2025年

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  • Ujjal Kr Dutta,
  • Anustup Choudhury,
  • Lakshmi Priya Muraleedharan,
  • Jian Liu,
  • Guan-Ming Su

摘要

In this survey paper, we provide a comprehensive overview of Neural Fields, with respect to their applications towards multimedia. We specifically focus on audio, images, video, and joint audio-video applications in this first part, and on volumetric videos and 3D objects in the second part. While highlighting several key works that have contributed to each application area in a significant manner, we also discuss the emerging trends, and the speculations on the future of the field.