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pick & place

Benchmarks

Task NameDataset NameSOTA ResultTrend
Pick-and-PlacePick-and-Place Untrained Lighting
Success Rate (Cyan)100
7
Robotic ManipulationPick-and-Place Real-world 1.0 (test)
Average Steps2.1
4
Pick-and-PlacePick-and-Place Trained Lighting
Success Rate (Red Lighting)100
4
Robotic ManipulationPick & Place MA2 problem 1.0 (real-world)
Success Rate83.33
4
Reinforcement Learningpick & place 10-p
Normalized Return45.3
4
Reinforcement Learningpick & place 2-p
Normalized Return93.2
4
Reinforcement Learningpick & place 4-p
Normalized Return97
4
Pick-and-PlacePick-and-Place Objects O4-O5 (Unseen)
O4 Success Rate63.3
3
Pick-and-PlacePick-and-Place Objects O1-O3 (Seen)
O1 Success Rate83.3
3
Pick-and-PlacePick-and-Place Hard Positions
Success Rate (ID-hard1)100
3
Pick and PlacePick and Place Unseen States (Out-of-Distribution)
SR70
3
Pick and PlacePick and Place Unseen Objects (Out-of-Distribution)
SR56.3
3
Pick and PlacePick and Place (In-Distribution)
Success Rate (SR)81.3
3
Long-horizon Robotic ManipulationPick-and-Place Three Times
Success Rate37.5
2
Pick and placePick and place New Object
Success Rate76
2
Pick and placePick and place
Success Rate72
2
Pick and PlacePick and Place Unseen Objects: green duck, pink cube
Success Rate (Green Duck)80
2
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