H2R-Bench (Video-Conditioned) - Dexterous Hand: leaderboard

Metric: H2RCore (0-100) = 100 (0.15 goal-state completion + 0.15 action-event completion + 0.30 functional contact transfer + 0.30 embodiment correctness + 0.10 video quality); the first four are 0-4 evidence ratings by Gemini 3.5 Flash, Qwen3.7-Plus and GPT-5.4 on 25 sampled frames, averaged, and video quality combines MUSIQ, CLIP aesthetic, temporal-stability and AMT-S interpolation scores; 120 egocentric human manipulation videos in six families, each transformed into a robot manipulation video; the model receives the full source video; target embodiment: a dexterous robot hand. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 3 models tracked.

Top models

#ModelScore
1Seedance 2.084.6
2Wan2.783.1
3Kling-V381.7

Interactive version: theaggregate.ai/benchmark?slug=h2r-bench-video-conditioned-dexterous-hand · How It Works · Data refreshed daily, snapshot 2026-09-29.