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20242026
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cs.CV2026

Relit-LiVE: Relight Video by Jointly Learning Environment Video

Weiqing Xiao, Hong Li, Xiuyu Yang +7

Recent advances have shown that large-scale video diffusion models can be repurposed as neural renderers by first decomposing videos into intrinsic scene representations and then p…

cs.CV2026

PAM: A Pose-Appearance-Motion Engine for Sim-to-Real HOI Video Generation

Mingju Gao, Kaisen Yang, Huan-ang Gao +13

Hand-object interaction (HOI) reconstruction and synthesis are becoming central to embodied AI and AR/VR. Yet, despite rapid progress, existing HOI generation research remains frag…

cs.CV2026

Benchmarking PhD-Level Coding in 3D Geometric Computer Vision

Wenyi Li, Renkai Luo, Yue Yu +5

AI-assisted coding has rapidly reshaped software practice and research workflows, yet today's models still struggle to produce correct code for complex 3D geometric vision. If mode…

cs.CV2025

Impromptu VLA: Open Weights and Open Data for Driving Vision-Language-Action Models

Haohan Chi, Huan-ang Gao, Ziming Liu +12

Vision-Language-Action (VLA) models for autonomous driving show promise but falter in unstructured corner case scenarios, largely due to a scarcity of targeted benchmarks. To addre…

cs.CV2025

FB-4D: Spatial-Temporal Coherent Dynamic 3D Content Generation with Feature Banks

Jinwei Li, Huan-ang Gao, Wenyi Li +13

With the rapid advancements in diffusion models and 3D generation techniques, dynamic 3D content generation has become a crucial research area. However, achieving high-fidelity 4D…

cs.CV2025

PartRM: Modeling Part-Level Dynamics with Large Cross-State Reconstruction Model

Mingju Gao, Yike Pan, Huan-ang Gao +6

As interest grows in world models that predict future states from current observations and actions, accurately modeling part-level dynamics has become increasingly relevant for var…