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Pulkit Gera

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Jun 2026

HumanMoveVQA: Can Video MLLMs reason about human movement in videos?

This work introduces HumanMoveVQA, the first comprehensive benchmark designed to evaluate global trajectory and orientation reasoning from an exocentric perspective, and proposes a scalable, multi-stage pipeline that lifts 2D video observations into world-consistent 3D motion tracks to generate over 10K structured question-answer pairs across seven reasoning categories.

Pulkit Gera, Faegheh Sardari, Asmar Nadeem et al. · 0 citations