Han Qi

RoboMP-DINOv2: Prompts, Not Filters for Robust Robot Manipulation

Robot manipulation policies must generalize across visual shifts while preserving scene context relevant to action. General-purpose vision encoders are not tailored to visuomotor control, while object-centric approaches often use segmentation masks as hard filters that discard potentially useful context. We propose Rob...