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Real-world Robot Manipulation

Benchmarks

Task NameDataset NameSOTA ResultTrend
Robot ManipulationReal-world Robot Manipulation Novel Object
Success Rate86.7
9
Robot ManipulationReal-world Robot Manipulation Average
Success Rate56
8
Can on PlateReal-world Robot Manipulation 1.0 (test)
Success Rate100
6
Wipe BrushReal-world Robot Manipulation 1.0 (test)
Success Rate75
6
Bottle from RackReal-world Robot Manipulation 1.0 (test)
Success Rate0.85
6
Pour MugReal-world Robot Manipulation 1.0 (test)
Success Rate20
6
Rotate BoxReal-world Robot Manipulation 1.0 (test)
Success Rate20
6
Drawer ClosingReal-world robot manipulation
Success Rate75
6
Pick-and-PlaceReal-world robot manipulation unseen tasks
Success Rate: Dumpling to Red box65
5
PokingReal-world robot manipulation unseen tasks
Hippo Performance70
5
Robot ManipulationReal-world Robot Manipulation Seen Objects, Unseen Instructions
Success Rate38.3
5
Robot ManipulationReal-world Robot Manipulation Seen Objects, Unseen Combinations
Success Rate59.1
5
Robot ManipulationReal-world Robot Manipulation Total
Success Rate79.2
5
Cup StackingReal-world robot manipulation
Success Rate0.8
4
Cabinet OpeningReal-world robot manipulation
Success Rate65
4
Robot ManipulationReal-world Robot Manipulation Average Generalization
Success Rate68.9
4
Robot ManipulationReal-world Robot Manipulation Visual Distractor
Success Rate53.3
4
Robot ManipulationReal-world Robot Manipulation Lightning Variation
Success Rate0.667
4
Robot ManipulationReal-World Robot Manipulation
Shut Down Laptop Success Rate60
3
Robot ManipulationReal-world Robot Manipulation Total (test)
Success Rate2,800
2
Robot ManipulationReal-world Robot Manipulation Hinge Lid (test)
Success Rate90
2
Robot ManipulationReal-world Robot Manipulation Average across all variations
Success Rate: Place Shape (Sorter)50
2
Robot ManipulationReal-world Robot Manipulation Light Strength Variation
Place Shape in Shape Sorter50
2
Robot ManipulationReal-world Robot Manipulation Distracted Objects
Success Rate: Place Shape in Sorter0.4
2
Robot ManipulationReal-world Robot Manipulation Table Color Variation
Place Shape Sorter Success Rate50
2
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