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Haohui Huang

2 papers indexed

arxivcs.RO2026-07-10

PhysV2A: Reachability-Gated and Semantic-Mask-Constrained Feasibility Completion for Video-to-Robot Manipulation

Haohui Huang, Junda Duan, Tao Teng, Chenguang Yang

Video-based manipulation provides object-centric motion priors from human demonstrations, generated videos, or RGB-D observations, but such priors are typically embodiment-agnostic and cannot be directly executed by a specific robot. This paper presents \textbf{PhysV2A}, a reacha…

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arxivcs.ROcs.LG2026-07-10

GenVid2Robot: From Video Generation to Robot Manipulation via Rigid-Geometric Consistency

Haohui Huang, Xi Yuan, Panpan Liao, Tao Teng, Chenguang Yang, Jing Guo, et al.

Generated videos provide useful visual motion priors for robot manipulation, but their visual plausibility does not imply physical executability. A generated video usually lacks metric geometry, grasp grounding, robot kinematic feasibility, and execution-time feedback, which make…

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