Optical Flow Estimation on KITTI 2015
2.77Fl-allGG-SSM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GG-SSMMulti-frame inputs=true2024.12 | 2.77 | — | — | — | |
| DDVMExtra Data=DDVM-Pretrain2026.03 | 3.26 | 2.24 | 2.9 | 5.05 | |
| WAFT-DAv2-a2Extra Data=TartanAir [69]2026.03 | 3.31 | 2.03 | 2.98 | 4.94 | |
| WAFT-DAv2-a1Extra Data=TartanAir [69]2026.03 | 3.42 | 2.04 | — | — | |
| WAFT-Twins-a2Extra Data=TartanAir [69]2026.03 | 3.53 | 2.12 | 3.18 | 5.28 | |
| DPFlow2026.03 | 3.56 | 2.12 | 3.29 | 4.93 | |
| WAFT-DINOv3-a2Extra Data=TartanAir [69]2026.03 | 3.56 | 2.13 | 3.16 | 5.56 | |
| CroCoFlowExtra Data=CroCo-Pretrain2026.03 | 3.64 | 2.4 | 3.18 | 5.94 | |
| VideoFlow-MOFMulti-frame inputs=true2024.12 | 3.65 | — | — | — | |
| FlowIt (XL)Extra Data=TartanAir [69]2026.03 | 3.81 | 1.94 | 3.54 | 5.18 | |
| CCMR+Extra Data=VIPER [54]2026.03 | 3.86 | 2.07 | 3.39 | 6.21 | |
| VideoFlow-MOFMulti-frame inputs=true, Evaluation mode=online2024.12 | 4.08 | — | — | — | |
| MemFlowMulti-frame inputs=true2024.12 | 4.1 | — | — | — | |
| FlowDiffuserExtra Data=AF [62]2026.03 | 4.17 | 2.82 | 3.68 | 6.64 | |
| DIP2026.03 | 4.21 | 2.43 | 3.86 | 5.96 | |
| SEA-RAFT(L)Extra Data=TartanAir [69]2026.03 | 4.3 | — | 4.08 | 5.37 | |
| TransFlowMulti-frame inputs=true2024.12 | 4.32 | — | — | — | |
| AnyFlow2026.03 | 4.41 | 2.69 | 4.15 | 5.76 | |
| FlowIt (M)Extra Data=TartanAir [69]2026.03 | 4.42 | 2.41 | 4.29 | 5.08 | |
| VideoFlow-BOFMulti-frame inputs=true2024.12 | 4.44 | — | — | — | |
| FlowIt (L)Extra Data=TartanAir [69]2026.03 | 4.47 | 2.37 | 4.37 | 4.97 | |
| GMFlow+2026.03 | 4.49 | 2.4 | 4.27 | 5.6 | |
| EMD-L2026.03 | 4.49 | — | 4.16 | 6.15 | |
| SAMFlow2026.03 | 4.49 | — | — | — | |
| FlowFormer++2024.12 | 4.52 | — | — | — | |
| Flowformer++Extra Data=YouTube-VOS [76]2026.03 | 4.52 | — | — | — | |
| FlowIt (S)Extra Data=TartanAir [69]2026.03 | 4.61 | 2.59 | 4.42 | 5.57 | |
| MatchFlow2024.12 | 4.63 | — | — | — | |
| MatchFlow(G)Extra Data=MegaDepth [35]2026.03 | 4.63 | 2.77 | 4.33 | 6.11 | |
| RPKNet2026.03 | 4.64 | 2.71 | 4.63 | 4.69 | |
| FlowFormer2026.03 | 4.68 | 2.69 | 4.37 | 6.18 | |
| GMFlowNet2024.12 | 4.79 | — | — | — | |
| GMFlowNet2026.03 | 4.79 | 2.75 | 4.39 | 6.87 | |
| CRAFT2026.03 | 4.79 | 3.02 | 4.58 | 5.85 | |
| SKFlow2024.12 | 4.84 | — | — | — | |
| SKFlow2026.03 | 4.85 | — | 4.55 | 6.39 | |
| RAFT2024.12 | 5.1 | — | — | — | |
| RAFT2026.03 | 5.1 | 3.07 | 4.74 | 6.87 | |
| GMA2024.12 | 5.15 | — | — | — | |
| GMA2026.03 | 5.15 | — | — | — | |
| VCN2020.02 | 6.3 | — | — | — | |
| HD3-Flow2020.02 | 6.55 | — | — | — | |
| ScopeFlowarchitecture=PWC-Net2020.02 | 6.82 | — | — | — | |
| MFFarchitecture=PWC-Net, extra_data_finetune=true2020.02 | 7.17 | — | — | — | |
| PWC-FusionMulti-frame inputs=true2024.12 | 7.17 | — | — | — | |
| LiteFlowNet22020.02 | 7.62 | — | — | — | |
| IRR-PWCarchitecture=PWC-Net, baseline=true2020.02 | 7.65 | — | — | — | |
| PWC-Net+architecture=PWC-Net, extra_data_finetune=true2020.02 | 7.72 | — | — | — | |
| PWC-Net+2026.03 | 7.72 | 4.91 | 7.69 | 7.88 | |
| SelFlowarchitecture=PWC-Net2020.02 | 8.42 | — | — | — | |
| GMFlow2024.12 | 9.32 | — | — | — | |
| GMFlow2026.03 | 9.32 | 3.8 | 9.67 | 7.57 | |
| PWC-Netarchitecture=PWC-Net2020.02 | 9.6 | — | — | — | |
| ContinualFlow_ROBarchitecture=PWC-Net, extra_data_finetune=true2020.02 | 10.03 | — | — | — | |
| FlowNet22020.02 | 10.41 | — | — | — | |
| FlowNet22026.03 | 10.41 | 6.94 | 10.75 | 8.75 | |
| MR-Flow2020.02 | 12.19 | — | — | — | |
| DCFlow2020.02 | 14.86 | — | — | — | |
| ProFlow2020.02 | 15.04 | — | — | — | |
| SpyNet2026.03 | 35.07 | 26.71 | 33.36 | 43.62 |