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New HumanTracker benchmark and HumanScore metric improve humanoid motion tracking evaluation

Researchers have introduced HumanTracker, a new benchmark designed to improve the evaluation of humanoid motion tracking. This benchmark aims to align tracking assessments with human perception, addressing limitations of current kinematic error metrics that often overlook critical physical artifacts like unstable support and incorrect contacts. HumanTracker includes approximately 153 hours of motion data and proposes HumanScore, a novel metric trained on human preferences that better identifies failures in contact and stability. AI

IMPACT This benchmark and metric could lead to more accurate and perceptually aligned evaluation of humanoid motion tracking systems.

RANK_REASON The cluster describes a new benchmark and metric for motion tracking, presented in an academic paper.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New HumanTracker benchmark and HumanScore metric improve humanoid motion tracking evaluation

COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Dairu Liu, Zekun Qi, Jiayu Zeng, Ruixi Yu, Yu Guan, Yintianrun Zhang, Xuchuan Chen, Sikai Liang, Zekai Li, Chenghuai Lin, Xinqiang Yu, Wenyao Zhang, He Wang, Li Yi ·

    HumanTracker: Towards Comprehensive and Human-Aligned Motion Tracking Benchmark

    arXiv:2608.13555v1 Announce Type: cross Abstract: Humanoid motion tracking is central to teleoperation and whole-body imitation, yet evaluation often disagrees with what people perceive in videos. Kinematic errors average per-frame pose differences but miss the physical artifacts…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    HumanTracker: Towards Comprehensive and Human-Aligned Motion Tracking Benchmark

    Humanoid motion tracking is central to teleoperation and whole-body imitation, yet evaluation often disagrees with what people perceive in videos. Kinematic errors average per-frame pose differences but miss the physical artifacts that matter most, particularly unstable support a…