3D human avatar reconstruction with neural fields: A recent survey

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Meiying Gu, Jiahe Li, Yuchen Wu, Haonan Luo, Jin Zheng, Xiao Bai

Published: 01 Jan 2025, Last Modified: 22 Jul 2025Image Vis. Comput. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A survey focuses on 3D human avatar reconstruction with neural fields.•Neural fields (occupancy field, SDF, NeRF, 3DGS) based taxonomy is provided.•The above main categories are subdivided based on human parts and inputs.•The human body, head, and hand datasets and metrics are summarized.•Challenges and promising future directions for 3D human reconstruction are discussed.