A robot demonstration records two things in the same frames: what happened to the objects, and how one particular arm made it happen. We condition on the first. A demonstration is compiled into an effect program: the 3D keypoint trajectories of the objects that moved, two points marking where each was held, and the con...
Jun-Yi Hu, Zhe-Wen He, Zhen-Hua Li et al.· 0 citations
SignMimic achieves state-of-the-art-level performance on video quality, identity similarity, and frame continuity while also achieving minimal loss when performing back translation (SLT) on generated videos.
Zhe-Wen He, Jun-Yi Yu, Hao Huang et al.· 0 citations
SignDino, a self-supervised sign-video encoder that moves the DINOv3 student--teacher recipe from the spatial domain of image crops to the temporal domain of tracked sign streams, provides a strong public self-supervised representation and shows competitive or state-of-the-art performance under matched downstream evalu...
Jun-Yi Hu, Zhe-Wen He, Hao Huang et al.· 0 citations
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