Robotic Manipulation on MimicGen (1000 demonstrations)
1Stack D1EfficientFlow
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EfficientFlowObs=RGB, NFE=12025.12 | 1 | 0.67 | 0.49 | 0.92 | 0.79 | 0.6 | 0.77 | 0.67 | 0.81 | 0.67 | 0.94 | 0.7 | |
| EfficientFlowObs=RGB, NFE=32025.12 | 1 | 0.71 | 0.53 | 0.94 | 0.84 | 0.69 | 0.84 | 0.7 | 0.81 | 0.86 | 0.96 | 0.89 | |
| EfficientFlowObs=RGB, NFE=52025.12 | 1 | 0.71 | 0.58 | 0.93 | 0.83 | 0.71 | 0.83 | 0.7 | 0.83 | 0.87 | 0.98 | 0.87 | |
| EquiDiffObs=RGB, NFE=1002025.12 | 1 | 0.6 | 0.59 | 0.96 | 0.76 | 0.69 | 0.77 | 0.67 | 0.81 | 0.92 | 0.94 | 0.85 | |
| DP-CObs=RGB, NFE=1002025.12 | 1 | 0.46 | 0.59 | 0.94 | 0.79 | 0.3 | 0.73 | 0.65 | 0.87 | 0.83 | 0.83 | 0.58 | |
| DP-TObs=RGB, NFE=1002025.12 | 0.99 | 0.45 | 0.41 | 0.84 | 0.75 | 0.43 | 0.76 | 0.63 | 0.81 | 0.5 | 0.46 | 0.76 | |
| DP3Obs=PCD, NFE=102025.12 | 0.99 | 0.19 | 0.4 | 0.65 | 0.69 | 0.03 | 0.87 | 0.53 | 0.91 | 0.34 | 0.58 | 0.63 | |
| ACTObs=RGB, NFE=12025.12 | 0.96 | 0.49 | 0.35 | 0.78 | 0.64 | 0.24 | 0.71 | 0.56 | 0.87 | 0.5 | 0.84 | 0.65 |