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Robot Manipulation (Pick Coke Can) on SimplerEnv-Fractal Google Robot

100Success RateGeoAlign
12.95235.55158.1580.749Jun 2, 2026

Evaluation results

MethodLinks
GeoAlignEvaluation protocol=Controlled, Source context=ours2026.06100
RGB-only baselineEvaluation protocol=Controlled, Source context=ours2026.0697.5
CogACTEvaluation protocol=Public-context (Transcribed), Source context=CogACT Table 1 [49]2026.0691.3
SpatialVLAEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0681
RT-2-XEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0678.7
MolmoActEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38], Mode=fine-tuned2026.0677.7
MolmoActEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38], Mode=zero-shot2026.0671.3
GR00T-N1.5Evaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0669.3
RT-1-XEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0656.7
MagmaEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0656
OpenVLAEvaluation protocol=Public-context (Transcribed), Source context=MolmoAct Tbl. 1 [38]2026.0616.3