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Franka

Benchmarks

Task NameDataset NameSOTA ResultTrend
Failure DetectionFranka unseen
Brier Score0.215
11
Failure DetectionFranka seen
Brier Score0.15
11
Scoop-beads-with-spoonFranka Real-world
Success Rate80
8
Sweep-salad-off-the-boardFranka Real-world Dataset
Success Rate55
8
Put-radish-in-potFranka Real-world
Success Rate95
8
Visual-goal motion planningFranka Avg. 1.0 (test)
Success Rate (SR)75.2
4
Visual-goal motion planningFranka 2.5 rad bin 1.0 (test)
Success Rate44.7
4
Visual-goal motion planningFranka 2.0 rad bin 1.0 (test)
Success Rate (SR)67.7
4
Visual-goal motion planningFranka 1.5 rad bin 1.0 (test)
Success Rate81.7
4
Visual-goal motion planningFranka rad bin 1.0 (test)
Success Rate89
4
Visual-goal motion planningFranka 0.5 rad bin 1.0 (test)
Success Rate (SR)93
4
Pour BallsFranka Real-world Environment
Success Rate55
4
Close DrawerFranka Real-world Environment
Success Rate90
4
Dynamics PredictionFranka
MAE7.737
4
Robot ManipulationReal-world Franka
PlaceToy Success Rate25
4
Robot ManipulationFranka Real-world Individual Tasks (real-robot)
Pick Bread Success Rate80
4
Long-horizon Robot ManipulationFranka Real-world Long-horizon Tasks (real-robot)
Average Length2
2
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