Figure-ground motion segmentation on Random dot stimuli zero-shot
60mIoU (zero-shot)Motion Energy
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Motion EnergyTraining Dataset=N/A2024.11 | 60 | 71.8 | |
| GMFlow (2 scales, 6 refinements)Training Dataset=Flying Things 3D2024.11 | 38.1 | 49.3 | |
| FlowNet2 SDTraining Dataset=FlyingChairs2024.11 | 37.7 | 49.9 | |
| FlowNet2 CSSTraining Dataset=Flying Things3D2024.11 | 35.1 | 46.9 | |
| PWC-NetTraining Dataset=Flying Things3D2024.11 | 34.7 | 46.9 | |
| PWC-NetTraining Dataset=FlyingChairs2024.11 | 32.4 | 44.2 | |
| FlowNet2Training Dataset=FlyingChairs2024.11 | 27.8 | 38 | |
| FlowNet2 CSTraining Dataset=Flying Things3D2024.11 | 26.9 | 37.4 | |
| GMFlow (2 scales)Training Dataset=Flying Things 3D2024.11 | 26.7 | 37.3 | |
| GMFlow (2 scales)Training Dataset=Sintel2024.11 | 25.3 | 35.1 | |
| FlowNet2 CSSTraining Dataset=FlyingChairs2024.11 | 25.2 | 35.9 | |
| FlowNet2 CSTraining Dataset=FlyingChairs2024.11 | 24.7 | 35.9 | |
| GMFlow (1 scale)Training Dataset=Mixed2024.11 | 22.5 | 30.8 | |
| GMFlow (2 scales, 6 refinements)Training Dataset=Sintel2024.11 | 22.2 | 31.5 | |
| GMFlow (2 scales)Training Dataset=Mixed2024.11 | 21 | 30 | |
| GMFlow (1 scale)Training Dataset=Flying Things 3D2024.11 | 17.4 | 24.4 | |
| FlowNet2Training Dataset=Flying Things3D2024.11 | 15.4 | 24.1 | |
| GMA (+P)Training Dataset=KITTI2024.11 | 15.4 | 22.4 | |
| FlowFormer++Training Dataset=Flying Chairs2024.11 | 14.4 | 21.8 | |
| GMATraining Dataset=KITTI2024.11 | 14.3 | 21.4 | |
| GMA (P-only)Training Dataset=FlyingChairs2024.11 | 13.8 | 20.7 | |
| GMATraining Dataset=FlyingChairs2024.11 | 13.4 | 19.4 | |
| RAFTTraining Dataset=Flying Things3D + Sintel2024.11 | 13.2 | 18 | |
| PWC-NetTraining Dataset=KITTI2024.11 | 12.1 | 19.3 | |
| FlowFormer++Training Dataset=Flying Things 3D2024.11 | 11.9 | 18.2 | |
| RAFTTraining Dataset=Flying Things3D2024.11 | 11.6 | 17.2 | |
| GMA (P-only)Training Dataset=KITTI2024.11 | 11.2 | 15.9 | |
| RAFTTraining Dataset=Mixed2024.11 | 10.8 | 14.5 | |
| RAFTTraining Dataset=KITTI2024.11 | 10.7 | 14.7 | |
| GMA (+P)Training Dataset=FlyingChairs2024.11 | 10.1 | 14.2 | |
| GMATraining Dataset=Flying Things3D2024.11 | 10 | 15 | |
| RAFTTraining Dataset=FlyingChairs2024.11 | 10 | 14.7 | |
| GMA (P-only)Training Dataset=Mixed2024.11 | 9.3 | 14.1 | |
| FlowFormer++Training Dataset=Sintel2024.11 | 9.2 | 14 | |
| GMA (P-only)Training Dataset=Flying Things3D2024.11 | 9 | 14.2 | |
| GMATraining Dataset=Flying Things3D + Sintel2024.11 | 8.9 | 13.2 | |
| GMATraining Dataset=Mixed2024.11 | 7.7 | 10.9 | |
| GMATraining Dataset=Flying Things 3D2024.11 | 7.2 | 11.3 | |
| GMFlow (2 scales, 6 refinements)Training Dataset=Mixed2024.11 | 6.9 | 10.6 | |
| GMA (+P)Training Dataset=Mixed2024.11 | 5.4 | 7.8 | |
| GMA (+P)Training Dataset=Flying Things3D2024.11 | 3.9 | 5.7 |