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Robotic Manipulation on DROID UMI Gripper Unseen v1 (test)

97.9Pick and Place Progression RateCloak-VLA (ours)
69.71677.03384.3591.667Jun 22, 2026

Evaluation results

MethodLinks
Cloak-VLA (ours)Embodiment=UMI Gripper (Unseen), Zero-shot transfer=true, Mask augmentation=random2026.0697.991.772.977.885.1
π0.5-droid + TP retargetingEmbodiment=UMI Gripper (Unseen), Zero-shot transfer=true, TP retargeting=true2026.0695.869.343.86769
Cloak-VLA-OverlapEmbodiment=UMI Gripper (Unseen), Zero-shot transfer=true, Mask augmentation=overlap2026.0693.886.170.877.982.1
Cloak-VLA-NoAugEmbodiment=UMI Gripper (Unseen), Zero-shot transfer=true, Mask augmentation=none2026.0689.688.870.883.583.2
LAP-VLAEmbodiment=UMI Gripper (Unseen), Zero-shot transfer=true2026.0670.852.756.26460.9