Author

Ling Shao

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Preprint Sep 2026

ReMoMask-2: Latent Retrieval-Augmented Masked Motion Generation

Text-to-motion (T2M) generation maps natural language to human joint movements, aiding gaming, VR, and robotics. Retrieval-Augmented Text-to-Motion (RAG-T2M) improves generation on complex descriptions by conditioning on retrieved motion-text pairs. However, existing RAG-T2M models face two challenges: coarse-grained r...

Yi-Ran Wang, Ze-Yu Zhang, Ling Shao et al. · 0 citations

Preprint Sep 2026

Reconstructing the Dynamic World: A Representation-Centric View of 4D Scene Reconstruction

4D scene reconstruction aims to recover the evolving geometry, appearance, and motion of dynamic environments from visual observations. Despite substantial progress in neural scene representations, reconstructing dynamic scenes remains challenging due to non-rigid motion, occlusions, temporal inconsistencies, and the t...

Zi-Ren Gong, Guo Chen, Yong-Jian Li et al. · 0 citations