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Semantic Reasoning Manipulation on DROID Tabletop Semantic tasks

26Success RateTiPToP
-1.045.981320.02Mar 10, 2026

Evaluation results

MethodLinks
TiPToPScene=Semantic Aggregate, Environment=Real-world2026.032671.3
π0.5-DROIDScene=Semantic Aggregate, Environment=Real-world2026.031046.8
TiPToPScene=Red A → color pile, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.035100
TiPToPScene=Sort blocks by color, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.035100
TiPToPScene=Toy → matching plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03490
π0.5-DROIDScene=Banana → matching plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03490
TiPToPScene=Creeper → plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03370
TiPToPScene=Largest toy → plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03370
π0.5-DROIDScene=Red A → color pile, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03380
TiPToPScene=N block → indicated cup, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03380
TiPToPScene=Banana → box, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03240
π0.5-DROIDScene=N block → indicated cup, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03260
π0.5-DROIDScene=Toy → matching plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03162
TiPToPScene=Banana → matching plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03120
π0.5-DROIDScene=Creeper → plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.0300
π0.5-DROIDScene=Largest toy → plate, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03020
π0.5-DROIDScene=Banana → box, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03030
π0.5-DROIDScene=Sort blocks by color, Environment=Real-world, Evaluation Team=External evaluation team, Number of trials=52026.03032