Optical Flow Estimation on KITTI 2012 (test)
1AEEPRSM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRSMFine-tuning=false2018.12 | 1 | — | 2.46 | |
| MaskFlownet-STime (s)=0.032020.03 | 1.1 | — | — | |
| MaskFlownetTime (s)=0.062020.03 | 1.1 | — | — | |
| HD3F-ftFine-tuning=true2018.12 | 1.4 | — | 2.26 | |
| LiteFlowNet2Time (s)=0.042020.03 | 1.4 | — | — | |
| PWC-Net-ftfine-tuned=true2018.09 | 1.5 | 3.41 | — | |
| FDFlowNetFine-tuning=true2020.06 | 1.5 | 3.19 | — | |
| PWC-Net+Time (s)=0.032020.03 | 1.5 | — | — | |
| SelFlowTime (s)=0.092020.03 | 1.5 | — | — | |
| LiteFlowNet-ftCategory=Lightweight CNN, fine-tuned=true2018.05 | 1.6 | — | — | |
| LiteFlowNet-arXivfine-tuned=true2018.09 | 1.6 | 3.27 | — | |
| LiteFlowNetFine-tuning=true2020.06 | 1.6 | 3.27 | — | |
| LiteFlowNetTime (s)=0.092020.03 | 1.6 | — | — | |
| LiteFlowNet-CVPRfine-tuned=true2018.09 | 1.7 | 4.22 | — | |
| PWC-Net-ft-CVPRfine-tuned=true2018.09 | 1.7 | 4.22 | — | |
| LiteFlowNet-ftFine-tuning=true2018.12 | 1.7 | — | — | |
| PWC-Net-ftFine-tuning=true2018.12 | 1.7 | — | 4.22 | |
| PWC-NetFine-tuning=true2020.06 | 1.7 | 4.22 | — | |
| PWC-NetTime (s)=0.032020.03 | 1.7 | — | — | |
| FlowNet2-ft-kittiCategory=Heavyweight CNN, fine-tuned=KITTI2018.05 | 1.8 | — | — | |
| FlowNet2-ftfine-tuned=true2018.09 | 1.8 | 4.82 | — | |
| FlowNet2-ftFine-tuning=true2018.12 | 1.8 | — | 4.82 | |
| FlowNet2Fine-tuning=true2020.06 | 1.8 | 4.82 | — | |
| FlowNet2Time (s)=0.122020.03 | 1.8 | — | — | |
| MirrorFlowFine-tuning=false2018.12 | 2.6 | — | 4.38 | |
| Bailer et al.Category=Hybrid2018.05 | 3 | — | — | |
| PatchBatchFine-tuning=false2018.12 | 3.3 | — | 5.29 | |
| Deep DiscreteFlowCategory=Hybrid2018.05 | 3.4 | — | — | |
| FlowFieldsCategory=Conventional2018.05 | 3.5 | — | — | |
| EpicFlowCategory=Conventional2018.05 | 3.8 | — | — | |
| EpicFlowFine-tuning=false2018.12 | 3.8 | — | 7.88 | |
| SPyNet-ftCategory=Lightweight CNN, fine-tuned=true2018.05 | 4.1 | — | — | |
| SpyNetTime (s)=0.162020.03 | 4.1 | — | — | |
| SpyNet-ftfine-tuned=true2018.09 | 4.7 | 12.31 | — | |
| SpyNet-ftFine-tuning=true2018.12 | 4.7 | — | 12.31 | |
| SPyNetFine-tuning=true2020.06 | 4.7 | 12.31 | — | |
| PCA-LayersCategory=Conventional2018.05 | 5.2 | — | — | |
| DeepFlowCategory=Conventional2018.05 | 5.8 | — | — | |
| FlowNetSTime (s)=0.012020.03 | 7.6 | — | — | |
| FlowNetS-ftCategory=Heavyweight CNN, fine-tuned=true2018.05 | 9.1 | — | — | |
| LDOFCategory=Conventional2018.05 | 12.4 | — | — | |
| CPM-flow2018.09 | — | 5.79 | — | |
| EpicFlow2018.09 | — | 7.88 | — | |
| MirrorFlow2018.09 | — | 4.38 | — | |
| PatchBatch2018.09 | — | 5.29 | — | |
| SDF2018.09 | — | 3.8 | — |