Figure-ground Motion Segmentation on i.i.d. Original videos (test)
90.8IoUFlowFormer++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FlowFormer++Training Dataset=Sintel2024.11 | 90.8 | 94.2 | |
| GMATraining Dataset=Flying Things 3D2024.11 | 90.2 | 93.8 | |
| FlowFormer++Training Dataset=Flying Things 3D2024.11 | 90.1 | 93.5 | |
| GMA (+P)Training Dataset=Mixed2024.11 | 89.5 | 93.2 | |
| GMATraining Dataset=Flying Things3D + Sintel2024.11 | 89 | 92.8 | |
| GMATraining Dataset=Mixed2024.11 | 89 | 92.7 | |
| RAFTTraining Dataset=Flying Things3D + Sintel2024.11 | 88.6 | 92.4 | |
| GMFlow (2 scales, 6 refinements)Training Dataset=Flying Things 3D2024.11 | 88.5 | 92.5 | |
| RAFTTraining Dataset=Mixed2024.11 | 88.5 | 92.5 | |
| GMA (P-only)Training Dataset=Mixed2024.11 | 88.1 | 92 | |
| RAFTTraining Dataset=Flying Things3D2024.11 | 86.9 | 90.9 | |
| GMATraining Dataset=Flying Things3D2024.11 | 86.7 | 90.9 | |
| GMA (P-only)Training Dataset=Flying Things3D2024.11 | 86.7 | 90.9 | |
| GMA (+P)Training Dataset=Flying Things3D2024.11 | 85 | 89.4 | |
| GMFlow (1 scale)Training Dataset=Mixed2024.11 | 84.3 | 89.7 | |
| FlowNet2 CSSTraining Dataset=Flying Things3D2024.11 | 83.7 | 89.6 | |
| FlowNet2 SDTraining Dataset=FlyingChairs2024.11 | 82.8 | 88.4 | |
| GMFlow (2 scales, 6 refinements)Training Dataset=Sintel2024.11 | 82.3 | 87.4 | |
| GMFlow (2 scales, 6 refinements)Training Dataset=Mixed2024.11 | 82.3 | 87.4 | |
| FlowNet2Training Dataset=Flying Things3D2024.11 | 82.1 | 87.7 | |
| FlowNet2 CSTraining Dataset=Flying Things3D2024.11 | 80 | 86.7 | |
| GMFlow (1 scale)Training Dataset=Flying Things 3D2024.11 | 79.7 | 85.9 | |
| Motion EnergyTraining Dataset=N/A2024.11 | 75.9 | 84.5 | |
| GMFlow (2 scales)Training Dataset=Mixed2024.11 | 74.3 | 82.2 | |
| FlowFormer++Training Dataset=Flying Chairs2024.11 | 74.1 | 80 | |
| FlowNet2 CSSTraining Dataset=FlyingChairs2024.11 | 73.5 | 81.8 | |
| GMFlow (2 scales)Training Dataset=Sintel2024.11 | 73.3 | 81.2 | |
| PWC-NetTraining Dataset=Flying Things3D2024.11 | 72.9 | 81.5 | |
| GMFlow (2 scales)Training Dataset=Flying Things 3D2024.11 | 70.4 | 79.3 | |
| FlowNet2 CSTraining Dataset=FlyingChairs2024.11 | 66.9 | 76 | |
| GMA (P-only)Training Dataset=FlyingChairs2024.11 | 66.3 | 74.3 | |
| FlowNet2Training Dataset=FlyingChairs2024.11 | 66.2 | 75.7 | |
| RAFTTraining Dataset=FlyingChairs2024.11 | 64.7 | 71.8 | |
| GMA (+P)Training Dataset=FlyingChairs2024.11 | 64.6 | 71.7 | |
| GMATraining Dataset=FlyingChairs2024.11 | 64.3 | 72.4 | |
| PWC-NetTraining Dataset=KITTI2024.11 | 60 | 71.5 | |
| GMATraining Dataset=KITTI2024.11 | 57.9 | 67.9 | |
| GMA (P-only)Training Dataset=KITTI2024.11 | 56.7 | 65 | |
| PWC-NetTraining Dataset=FlyingChairs2024.11 | 54.4 | 66.2 | |
| GMA (+P)Training Dataset=KITTI2024.11 | 52 | 63 | |
| RAFTTraining Dataset=KITTI2024.11 | 50.6 | 60 |