Share your thoughts, 1 month free Claude Pro on usSee more
WorkDL logo mark

Real-world Robot Manipulation

Benchmarks

Task NameDataset NameSOTA ResultTrend
PnP-BoxReal-world robot manipulation Static (OOD)
Success Rate92
14
Robot ManipulationReal-world Robot Manipulation Average
Success Rate56
10
Robot ManipulationReal-world Robot Manipulation Novel Object
Success Rate86.7
9
Hang CupReal-world robot manipulation Static (OOD)
Success Rate90
7
Hang TapeReal-world robot manipulation Static (OOD)
Success Rate88
7
Pour WaterReal-world robot manipulation Static (OOD)
Success Rate90
7
Open DrawerReal-world robot manipulation Static (OOD)
Success Rate92
7
Pick-and-PlaceReal-world robot manipulation unseen tasks
Average Success Rate66.7
7
PnP-BoxReal-world robot manipulation Static (ID)
Success Rate76
6
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
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
Place StarbucksReal-world Robot Manipulation (test)
Success Rate36
4
Lift Up BottleReal-world Robot Manipulation (test)
Success Rate68
4
Place MandarinReal-world Robot Manipulation (test)
Success Rate84
4
Novel objects manipulationReal-world Robot Manipulation Generalization v1 (test)
Success Rate75
4
Instruction followingReal-world Robot Manipulation Generalization v1 (test)
Success Rate80
4
Pour water into bowlReal-world Robot Manipulation Fundamental v1 (test)
Success Rate90
4
Showing 25 of 49 rows