Author

Zhen-Hua Li

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Preprint Sep 2026

SignMimic: Robust High-Quality Sign Language Motion Generation via Human-Shape-Oblivious Pose Transfer Guidance

We study the challenge of sign language video mimicking: given a driving video and a single reference frame, synthesize a video where the target signer reproduces the source motion while preserving identity and linguistic form. Prior pipelines entangle rigid motion, non-rigid deformation, and view-dependent completion...

Zhe-Wen He, Jun-Yi Yu, Hao Huang et al. · 0 citations

#computer vision Preprint Sep 2026

SignDino: Self-Supervised Sign Language Representation Learning via Temporal-Axis Self-Distillation

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