Preprint Open access
UMI-Bridge: Action-Anchored Latent Alignment across Human and Robot Manipulation Data
Real-robot demonstrations are limited, motivating the use of human manipulation data collected without robots, including egocentric videos and handheld Universal Manipulation Interface (UMI) demonstrations. However, differences in viewpoint, embodiment, and available action supervision make it difficult to align repres …