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Real-world Robotic Manipulation

Benchmarks

Task NameDataset NameSOTA ResultTrend
Robotic ManipulationReal-world robotic manipulation Zero-shot novelty (test)
Success Rate86
12
Pick-and-place (Rubik's Cube into Bowl)Real-world robotic manipulation Franka Research 3 DROID setup (test)
Solve Rate99
9
Pick-and-place (Rubik's Cube on Plate)Real-world robotic manipulation Franka Research 3 DROID setup (test)
Solve Rate92
9
Pick-and-place (Cucumber on Plate)Real-world robotic manipulation Franka Research 3 / DROID setup (test)
Solve Rate98
9
Pick CubeReal-world Robotic Manipulation Pick Cube
Success Rate100
9
Robotic ManipulationReal-world Robotic Manipulation (test)
Success Rate65
7
Robotic manipulationReal-world robotic manipulation
Average Success Rate93.3
6
Assemble SSDReal-world Robotic Manipulation Assemble SSD
Success Rate96.7
4
Insert USBReal-world Robotic Manipulation (Insert USB)
Success Rate90
4
Route CableReal-world Robotic Manipulation Route Cable
Success Rate100
4
Hold the Pot LidReal-world robotic manipulation tasks
Success Rate95
4
Robotic ManipulationReal-world Robotic Manipulation Overall
Overall Success Rate63
2
Robotic ManipulationReal-world Robotic Manipulation Out-of-distribution
Average Success Rate (OOD Tasks)54
2
Robotic ManipulationReal-world Robotic Manipulation In-distribution
Average Success Rate (In-distribution)72
2
Slip DetectionReal-world robotic manipulation (31 object categories)
Metric-
0
Force EstimationReal-world robotic manipulation 31 object categories
Metric-
0
Showing 16 of 16 rows