Optical Flow on MPI Sintel Clean (test)
1.35AEELiteFlowNet+ft-arXiv
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LiteFlowNet+ft-arXivLearning=Supervised, Split=train2019.04 | 1.35 | — | — | — | |
| FlowNet2+ftLearning=Supervised, Split=train2019.04 | 1.45 | — | — | — | |
| LiteFlowNet+ft-CVPRLearning=Supervised, Split=train2019.04 | 1.64 | — | — | — | |
| SelFlow+ftLearning=Supervised, Split=train2019.04 | 1.68 | — | — | — | |
| PWC-Net+ft-axXivLearning=Supervised, Split=train2019.04 | 1.71 | — | — | — | |
| ProFlow+ftLearning=Supervised, Split=train2019.04 | 1.78 | — | — | — | |
| PWC-Net+ft-CVPRLearning=Supervised, Split=train2019.04 | 2.02 | — | — | — | |
| MaskFlownetTime (s)=0.062020.03 | 2.52 | — | — | — | |
| MRFlowTime (s)=4802018.09 | 2.53 | — | — | — | |
| MRFlowTime (s)=4802018.12 | 2.53 | — | — | — | |
| MR-FlowTime (s)=4802020.03 | 2.53 | — | — | — | |
| ProFlow ROBEvaluation Context=Robust Vision Challenge2018.11 | 2.709 | 1.013 | 16.549 | — | |
| FullFlowTime (s)=2402018.09 | 2.71 | — | — | — | |
| FullFlowTime (s)=2402018.12 | 2.71 | — | — | — | |
| MaskFlownet-STime (s)=0.032020.03 | 2.77 | — | — | — | |
| VCNTime (s)=0.182020.03 | 2.81 | — | — | — | |
| ProFlow+ftLearning=Supervised, Split=test2019.04 | 2.82 | — | — | — | |
| SelFlowLearning=Unsupervised, Split=train2019.04 | 2.88 | — | — | — | |
| DDFlow+ftLearning=Unsupervised, Split=train2019.04 | 2.92 | — | — | — | |
| LiteFlowNet32020.07 | 2.99 | — | — | — | |
| LiteFlowNet3-S2020.07 | 3.03 | — | — | — | |
| SMURFheavier backbone=true, multi-frame=true2020.11 | 3.15 | — | — | — | |
| SpyNet+ftLearning=Supervised, Split=train2019.04 | 3.17 | — | — | — | |
| VCN-small2020.07 | 3.26 | — | — | — | |
| ContinualFlow+ftLearning=Supervised, Split=test2019.04 | 3.34 | — | — | — | |
| ContinualFlow_ROBEvaluation Context=Robust Vision Challenge2018.11 | 3.341 | 1.752 | 16.292 | — | |
| MFF+ftLearning=Supervised, Split=test2019.04 | 3.42 | — | — | — | |
| PWC-Net+Time (s)=0.03, fine-tuned=true, protocol=training protocol II2018.09 | 3.45 | — | — | — | |
| PWC-Net+ft-axXivLearning=Supervised, Split=test2019.04 | 3.45 | — | — | — | |
| LiteFlowNet2Time (s)=0.042020.03 | 3.45 | — | — | — | |
| PWC-Net+Time (s)=0.032020.03 | 3.45 | — | — | — | |
| PWC-Net+2020.07 | 3.45 | — | — | — | |
| LiteFlowNet22020.07 | 3.48 | — | — | — | |
| DCFlowTime (s)=8.602018.09 | 3.54 | — | — | — | |
| DCFlowTime (s)=8.62018.12 | 3.54 | — | — | — | |
| DCFlow+ftLearning=Supervised, Split=test2019.04 | 3.54 | — | — | — | |
| CPM-flowTime (s)=4.302018.09 | 3.56 | — | — | — | |
| CPM-flowTime (s)=4.32018.12 | 3.56 | — | — | — | |
| SENSEmulti-frame=true2020.07 | 3.6 | — | — | — | |
| AugFNG_ROBEvaluation Context=Robust Vision Challenge, Status=anonymous2018.11 | 3.606 | 1.603 | 19.939 | — | |
| FlowNetS+ftLearning=Supervised, Split=train2019.04 | 3.66 | — | — | — | |
| SelFlow+ftLearning=Supervised, Split=test2019.04 | 3.74 | — | — | — | |
| SelFlowTime (s)=0.092020.03 | 3.74 | — | — | — | |
| SelFlowLearning Paradigm=Supervised, Fine-tuned=true, Multi-frame=true, Number of Parameters=4.79 M2020.03 | 3.74 | — | — | — | |
| FlowFieldsCategory=Conventional2018.05 | 3.75 | — | — | — | |
| FlowFieldsTime (s)=28.02018.09 | 3.75 | — | — | — | |
| FlowFieldsTime (s)=282018.12 | 3.75 | — | — | — | |
| SelFlowmulti-frame=true2020.07 | 3.75 | — | — | — | |
| Bailer et al.Category=Hybrid2018.05 | 3.78 | — | — | — | |
| FlowFieldsCNNTime (s)=23.02018.09 | 3.78 | — | — | — | |
| FlowFieldsCNNTime (s)=232018.12 | 3.78 | — | — | — | |
| FlowNetC+ftLearning=Supervised, Split=train2019.04 | 3.78 | — | — | — | |
| FlowFieldsCNN+ftLearning=Supervised, Split=test2019.04 | 3.78 | — | — | — | |
| IRR-PWCLearning Paradigm=Supervised, Fine-tuned=true, Number of Parameters=6.36 M2020.03 | 3.84 | — | — | — | |
| IRR-PWC2020.07 | 3.84 | — | — | — | |
| Deep DiscreteFlowCategory=Hybrid2018.05 | 3.86 | — | — | — | |
| PWC-Net-ftTime (s)=0.03, fine-tuned=true2018.09 | 3.86 | — | — | — | |
| PWC-NetTime (s)=0.032020.03 | 3.86 | — | — | — | |
| MultiFrameOccFlow-Soft+ftLearning=Unsupervised, Split=train2019.04 | 3.89 | — | — | — | |
| PWC-Net_ROBEvaluation Context=Robust Vision Challenge2018.11 | 3.897 | 1.726 | 21.637 | — | |
| PWC-Net_ROBTime (s)=0.03, fine-tuned=true, data=Sintel, KITTI 2015, HD1K2018.09 | 3.9 | — | — | — | |
| FF++_ROBEvaluation Context=Robust Vision Challenge2018.11 | 3.953 | 1.148 | 26.836 | — | |
| FlowNet2Category=Heavyweight CNN2018.05 | 3.96 | — | — | — | |
| FlowNet2Time (s)=0.122018.09 | 3.96 | — | — | — | |
| FlowNet2Fine-tuned=false, Time (s)=0.122018.12 | 3.96 | — | — | — | |
| FlowNet2Time (s)=0.122020.03 | 3.96 | — | — | — | |
| CoL-AMFlowheavier backbone=true2020.11 | 3.96 | — | — | — | |
| OccAwareFlow+ftLearning=Unsupervised, Split=train2019.04 | 4.03 | — | — | — | |
| LiteFlowNetCategory=Lightweight CNN2018.05 | 4.04 | — | — | — | |
| EpicFlow2017.09 | 4.12 | — | — | — | |
| EpicFlowCategory=Conventional2018.05 | 4.12 | — | — | — | |
| EpicFlowTime (s)=15.02018.09 | 4.12 | — | — | — | |
| EpicFlowTime (s)=152018.12 | 4.12 | — | — | — | |
| FlowNet2-ft-sintelCategory=Heavyweight CNN, fine-tuned=Sintel2018.05 | 4.16 | — | — | — | |
| FlowNet2-ftTime (s)=0.12, fine-tuned=true2018.09 | 4.16 | — | — | — | |
| FlowNet2-ftFine-tuned=true, Time (s)=0.122018.12 | 4.16 | — | — | — | |
| FlowNet2+ftLearning=Supervised, Split=test2019.04 | 4.16 | — | — | — | |
| FlowNet22020.07 | 4.16 | — | — | — | |
| Devon2020.07 | 4.34 | — | — | — | |
| FlowNet32020.07 | 4.35 | — | — | — | |
| PWC-Net-ft-finalTime (s)=0.03, fine-tuned=true, protocol=more weight to the final pass2018.09 | 4.39 | — | — | — | |
| PWC-Net-ftFine-tuned=true, Time (s)=0.032018.12 | 4.39 | — | — | — | |
| PWC-Net+ft-CVPRLearning=Supervised, Split=test2019.04 | 4.39 | — | — | — | |
| PWC-NetLearning Paradigm=Supervised, Fine-tuned=true, Number of Parameters=8.75 M2020.03 | 4.39 | — | — | — | |
| PWC-Net2020.07 | 4.39 | — | — | — | |
| ARFlow-MVLearning Paradigm=Unsupervised, Multi-frame=true, Number of Parameters=2.37 M2020.03 | 4.49 | — | — | — | |
| ARFlow-MVmulti-frame=true2020.11 | 4.49 | — | — | — | |
| LiteFlowNet-ftCategory=Lightweight CNN, fine-tuned=true2018.05 | 4.54 | — | — | — | |
| LiteFlowNet-arXivTime (s)=0.092018.09 | 4.54 | — | — | — | |
| LiteFlowNet+ft-arXivLearning=Supervised, Split=test2019.04 | 4.54 | — | — | — | |
| LiteFlowNetTime (s)=0.092020.03 | 4.54 | — | — | — | |
| LiteFlowNet2020.07 | 4.54 | — | — | — | |
| UPFlowheavier backbone=true2020.11 | 4.68 | — | — | — | |
| UnrolledCost2020.11 | 4.69 | — | — | — | |
| ARFlowLearning Paradigm=Unsupervised, Number of Parameters=2.24 M2020.03 | 4.78 | — | — | — | |
| ARFlow2020.11 | 4.78 | — | — | — | |
| HD3F-ftFine-tuned=true, Time (s)=0.082018.12 | 4.79 | — | — | — | |
| HD³multi-frame=true2020.07 | 4.79 | — | — | — | |
| LFNet_ROBEvaluation Context=Robust Vision Challenge, Status=anonymous2018.11 | 4.815 | 2.333 | 25.065 | — | |
| LiteFlowNetXCategory=Lightweight CNN2018.05 | 4.82 | — | — | — |