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Jian-Xin Sun

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Preprint Sep 2026

Dream4ACT: A Shared Visual Action Interface for Multi-Embodiment Video-Action Modeling

This work introduces a shared visual action interface, called action views, which render target joint configurations from four prescribed virtual cameras using URDF-based forward kinematics, and proposes a training-free, URDF-constrained multiview recovery mechanism, without a learned embodiment-specific decoder.

Xiang-Yu Zhu, Jin Xu, Yue (Sophie) Guo et al. · 0 citations
Sep 2026

StyleVideo: One-shot Image-guided Video Style Transfer

StyleVideo is presented, a novel one-shot image-guided video style transfer method that enables the manipulation of video styles using a single reference image and acquires a style-aware embedding from the style image through a one-shot inversion process, effectively disentangling the style information with a crafted s...

Xin-Yang Song, Xiao Yong, Qi Li et al. · 0 citations
Open access Jul 2026

GroupVideo: Multi-Identity Customized Text-to-Video Generation

A novel framework that leverages multiple individual photographs to generate identitycustomized video, and a comprehensive high-quality dataset of 20,000 videos, thereby establishing a crucial resource to advance future research in multi-ID video generation.

Xinyang Song, Li-Bin Wang, Jianxin Sun et al. · 0 citations

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