Optical Flow on KITTI 2012 (train)
0.76AEESelFlow-ft+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SelFlow-ft+Supervision=Supervised, Multi-frame=true, Geometrical constraints=false2020.03 | 0.76 | — | — | |
| HD3F-ftFine-tuning=true2018.12 | 0.81 | — | — | |
| LiteFlowNet-ftCategory=Lightweight CNN, fine-tuned=true2018.05 | 1.05 | — | — | |
| LiteFlowNet-arXivfine-tuned=true2018.09 | 1.05 | — | — | |
| LiteFlowNetfine-tuned=true2018.02 | 1.05 | — | — | |
| PWC-Net-ftfine-tuned=true2018.09 | 1.08 | — | — | |
| PWC-Netfine-tuned=true2018.02 | 1.08 | — | — | |
| LiteFlowNet-CVPRfine-tuned=true2018.09 | 1.26 | — | — | |
| LiteFlowNet-ftFine-tuning=true2018.12 | 1.26 | — | — | |
| LiteFlowNet-ftSupervision=Supervised, Multi-frame=false, Geometrical constraints=false2020.03 | 1.26 | — | — | |
| ARFlow-MVSupervision=Unsupervised, Multi-frame=true, Geometrical constraints=false2020.03 | 1.26 | — | — | |
| FlowNet2-ft-kittibackbone=GPU, runtime=123ms, improved_option=true, fine-tuned=KITTI2016.12 | 1.28 | — | — | |
| FlowNet2-ftfine-tuned=true2018.09 | 1.28 | — | — | |
| FlowNet2fine-tuned=true2018.02 | 1.28 | — | — | |
| FlowNet2-ftFine-tuning=true2018.12 | 1.28 | — | — | |
| FlowNet2-ftSupervision=Supervised, Multi-frame=false, Geometrical constraints=false2020.03 | 1.28 | — | — | |
| Devonfine-tuned=true2018.02 | 1.29 | — | — | |
| FlowNet2-ft-kittiCategory=Heavyweight CNN, fine-tuned=KITTI2018.05 | 1.43 | — | — | |
| ARFlowSupervision=Unsupervised, Multi-frame=false, Geometrical constraints=false2020.03 | 1.44 | — | — | |
| PWC-Net-ft-CVPRfine-tuned=true2018.09 | 1.45 | — | — | |
| PWC-Net-ftFine-tuning=true2018.12 | 1.45 | — | — | |
| PWC-Net-ftSupervision=Supervised, Multi-frame=false, Geometrical constraints=false2020.03 | 1.45 | — | — | |
| UnOS-stereoSupervision=Unsupervised, Multi-frame=false, Geometrical constraints=true2020.03 | 1.64 | — | — | |
| SelFlowSupervision=Unsupervised, Multi-frame=false, Geometrical constraints=false2020.03 | 1.69 | — | — | |
| PDC-Nettrained_on_kitti=false, model_category=generic matching network2021.01 | 2.08 | — | 7.98 | |
| PDC-Netcategory=Generic Matching Network2021.01 | 2.08 | — | 7.98 | |
| ARFlowTraining Set=CityScapes2020.03 | 2.11 | — | — | |
| GLU-Net-GOCor*trained_on_kitti=false, model_category=generic matching network2021.01 | 2.26 | — | 10.23 | |
| GLU-Net-GOCor*category=Generic Matching Network2021.01 | 2.26 | — | 10.23 | |
| SDF2018.09 | 2.3 | — | — | |
| DDFlowSupervision=Unsupervised, Multi-frame=false, Geometrical constraints=false2020.03 | 2.35 | — | — | |
| EpiFlow-train-ftSupervision=Unsupervised, Multi-frame=false, Geometrical constraints=true2020.03 | 2.51 | — | — | |
| BridgeDepthFlowSupervision=Unsupervised, Multi-frame=false, Geometrical constraints=true2020.03 | 2.56 | — | — | |
| MirrorFlow2018.09 | 2.6 | — | — | |
| GLU-Net-GOCortrained_on_kitti=false, model_category=generic matching network2021.01 | 2.68 | — | 15.43 | |
| GLU-Net-GOCorcategory=Generic Matching Network2021.01 | 2.68 | — | 15.43 | |
| MaskFlownetTime (s)=0.062020.03 | 2.94 | — | — | |
| ARFlowTraining Set=Sintel2020.03 | 3.06 | — | — | |
| EpicFlow+backbone=CPU, runtime=42,600ms, improved_option=true2016.12 | 3.09 | — | — | |
| EpicFlowCategory=Conventional2018.05 | 3.09 | — | — | |
| EpicFlowfine-tuned=false2018.02 | 3.09 | — | — | |
| GLU-Nettrained_on_kitti=false, model_category=generic matching network2021.01 | 3.14 | — | 19.76 | |
| GLU-Netcategory=Generic Matching Network2021.01 | 3.14 | — | 19.76 | |
| CPM-flow2018.09 | 3.2 | — | — | |
| MaskFlownet-STime (s)=0.032020.03 | 3.21 | — | — | |
| PatchBatch2018.09 | 3.3 | — | — | |
| FlowFieldsbackbone=CPU, runtime=22,810ms, improved_option=true2016.12 | 3.33 | — | — | |
| FlowFieldsCategory=Conventional2018.05 | 3.33 | — | — | |
| SPyNet-ftCategory=Lightweight CNN, fine-tuned=true2018.05 | 3.36 | — | — | |
| LiteFlowNet2Time (s)=0.042020.03 | 3.42 | — | — | |
| LiteFlowNet2trained_on_kitti=false, model_category=specialized optical flow method2021.01 | 3.42 | — | — | |
| LiteFlowNet2category=Specialized Optical Flow2021.01 | 3.42 | — | — | |
| FlowNet2-ft-sintelCategory=Heavyweight CNN, fine-tuned=Sintel2018.05 | 3.54 | — | — | |
| FlowNet2-CSSbackbone=GPU, runtime=69ms, improved_option=true2016.12 | 3.55 | — | — | |
| FlowNet2-ft-sintelbackbone=GPU, runtime=123ms, improved_option=true, fine-tuned=Sintel2016.12 | 3.61 | — | — | |
| PWC-NetTraining Set=Sintel2020.03 | 3.68 | — | — | |
| EpicFlow2018.09 | 3.8 | — | — | |
| LiteFlowNetCategory=Lightweight CNN2018.05 | 4 | — | — | |
| LiteFlowNetfine-tuned=false2018.02 | 4 | — | — | |
| LiteFlowNetTime (s)=0.092020.03 | 4 | — | — | |
| LiteFlowNettrained_on_kitti=false, model_category=specialized optical flow method2021.01 | 4 | — | — | |
| LiteFlowNetcategory=Specialized Optical Flow2021.01 | 4 | — | — | |
| FlowNet2Category=Heavyweight CNN2018.05 | 4.01 | — | — | |
| FlowNet2-CSS-ft-sdbackbone=GPU, runtime=69ms, improved_option=true2016.12 | 4.05 | — | — | |
| FlowNet2backbone=GPU, runtime=123ms, improved_option=true2016.12 | 4.09 | — | — | |
| FlowNet2fine-tuned=false2018.02 | 4.09 | — | — | |
| FlowNet2Fine-tuning=false2018.12 | 4.09 | — | — | |
| FlowNet2Time (s)=0.122020.03 | 4.09 | — | — | |
| SpyNet-ftfine-tuned=true2018.09 | 4.13 | — | — | |
| SpyNetfine-tuned=true2018.02 | 4.13 | — | — | |
| SpyNet-ftFine-tuning=true2018.12 | 4.13 | — | — | |
| PWC-Net2018.09 | 4.14 | — | — | |
| PWC-Netfine-tuned=false2018.02 | 4.14 | — | — | |
| PWC-NetFine-tuning=false2018.12 | 4.14 | — | — | |
| PWC-NetTime (s)=0.032020.03 | 4.14 | — | — | |
| PWC-Nettrained_on_kitti=false, model_category=specialized optical flow method2021.01 | 4.14 | — | 21.38 | |
| PWC-Netcategory=Specialized Optical Flow2021.01 | 4.14 | — | 21.38 | |
| LiteFlowNetFine-tuning=false2018.12 | 4.25 | — | — | |
| DeepFlow+backbone=CPU, runtime=51,940ms, improved_option=true2016.12 | 4.48 | — | — | |
| DeepFlowCategory=Conventional2018.05 | 4.48 | — | — | |
| FlowNet2-cssbackbone=GPU, runtime=31ms, improved_option=true2016.12 | 4.49 | — | — | |
| LiteFlowNet-preCategory=Lightweight CNN, Trained on Driving and Monkaa=true2018.05 | 4.56 | — | — | |
| HD3FFine-tuning=false2018.12 | 4.65 | — | — | |
| HD3trained_on_kitti=false, model_category=specialized optical flow method2021.01 | 4.65 | — | — | |
| HD3Fcategory=Specialized Optical Flow2021.01 | 4.65 | — | — | |
| FlowNet2-css-ft-sdbackbone=GPU, runtime=31ms, improved_option=true2016.12 | 4.71 | — | — | |
| Devonfine-tuned=false2018.02 | 4.73 | — | — | |
| FlowNet2-ssbackbone=GPU, runtime=14ms, improved_option=true2016.12 | 5.45 | — | — | |
| PCA-Flowbackbone=CPU, runtime=140ms, improved_option=true2016.12 | 5.48 | — | — | |
| FlowNet2-CCategory=Heavyweight CNN2018.05 | 5.79 | — | — | |
| PCA-Layersbackbone=GPU, runtime=3,300ms, improved_option=true2016.12 | 5.99 | — | — | |
| PCA-LayersCategory=Conventional2018.05 | 5.99 | — | — | |
| FlowNetSTime (s)=0.012020.03 | 6.07 | — | — | |
| LiteFlowNetXCategory=Lightweight CNN2018.05 | 6.38 | — | — | |
| LiteFlowNetX-preCategory=Lightweight CNN, Trained on Driving and Monkaa=true2018.05 | 6.81 | — | — | |
| FlowNet2-S re-trainedCategory=Heavyweight CNN, re-trained=true2018.05 | 7.31 | — | — | |
| FlowNetCTime (s)=0.052020.03 | 7.31 | — | — | |
| FlowNetS-ftCategory=Heavyweight CNN, fine-tuned=true2018.05 | 7.52 | — | — | |
| FlowNetSbackbone=GPU, runtime=18ms, improved_option=true2016.12 | 8.26 | — | — | |
| FlowNetSCategory=Heavyweight CNN2018.05 | 8.26 | — | — |