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2026 1

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Direct Dynamic Retargeting for Humanoid Imitation Learning from Videos

cs.RO · 2026-05-22 · unverdicted · novelty 6.0

DDR is a single-stage task-space framework using sampling-based MPC in a physics simulator to produce high-fidelity dynamically feasible references from video demos, claimed to outperform geometric and indirect retargeting baselines in tracking accuracy and to speed up RL training for agile humanoid

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  • Direct Dynamic Retargeting for Humanoid Imitation Learning from Videos cs.RO · 2026-05-22 · unverdicted · none · ref 8

    DDR is a single-stage task-space framework using sampling-based MPC in a physics simulator to produce high-fidelity dynamically feasible references from video demos, claimed to outperform geometric and indirect retargeting baselines in tracking accuracy and to speed up RL training for agile humanoid