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title
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updated
2026-03-02 23:46:55
raw text
Human4DiT Human4DiT: 360-degree Human Video Generation with 4D Diffusion Transformer Ruizhi Shao* , Youxin Pang*, Zerong Zheng , Jingxiang Sun , Yebin Liu Tsinghua University * Equal Contribution SIGGRAPH ASIA 2024 (Journal Track) Given a reference image, SMPL sequences and camera parameters, our method is capable of generating free-view dynamic human videos. [Paper] [Data] [Code] Method The pipeline of Human4DiT. our framework is based on 4D diffusion transformer, which adopts a cascaded structure consisting of the 2D image, the view transformer, and the temporal blocks. The input contains a reference image, dynamic SMPL sequences, and camera parameters. Starting from a generated noisy latent representation, we then denoise it with multiple conditions. Firstly, the 2D image transformer block is designed to capture spatial self-attention within each frame. In addition, human identity extracted from reference image is also injec...
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2026-03-02 23:46:55
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