Optical Flow on MPI-Sintel final (test)
1.77EPESelFlow+ft
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SelFlow+ftLearning=Supervised, Split=train2019.04 | 1.77 | — | — | — | — | — | — | |
| LiteFlowNet+ft-arXivLearning=Supervised, Split=train2019.04 | 1.78 | — | — | — | — | — | — | |
| FlowNet2+ftLearning=Supervised, Split=train2019.04 | 2.01 | — | — | — | — | — | — | |
| PWC-Net+ft-CVPRLearning=Supervised, Split=train2019.04 | 2.08 | — | — | — | — | — | — | |
| LiteFlowNet+ft-CVPRLearning=Supervised, Split=train2019.04 | 2.23 | — | — | — | — | — | — | |
| PWC-Net+ft-axXivLearning=Supervised, Split=train2019.04 | 2.34 | — | — | — | — | — | — | |
| SelFlowLearning=Unsupervised, Split=train2019.04 | 3.87 | — | — | — | — | — | — | |
| DDFlow+ftLearning=Unsupervised, Split=train2019.04 | 3.98 | — | — | — | — | — | — | |
| SelFlow+ftLearning=Supervised, Split=test2019.04 | 4.26 | — | — | — | — | — | — | |
| SpyNet+ftLearning=Supervised, Split=train2019.04 | 4.32 | — | — | — | — | — | — | |
| FlowNetS+ftLearning=Supervised, Split=train2019.04 | 4.44 | — | — | — | — | — | — | |
| ContinualFlow+ftLearning=Supervised, Split=test2019.04 | 4.52 | — | — | — | — | — | — | |
| ContinualFlow_ROBEvaluation Context=Robust Vision Challenge2018.11 | 4.528 | 19.248 | — | — | — | 2.723 | — | |
| ContinualFlow_ROB+Parameters=14.6 M, multi-frame=true, additional-datasets=true2019.04 | 4.53 | — | — | — | — | — | — | |
| MFF+ftLearning=Supervised, Split=test2019.04 | 4.57 | — | — | — | — | — | — | |
| MFFParameters=N/A, multi-frame=true, additional-datasets=true2019.04 | 4.57 | — | — | — | — | — | — | |
| IRR-PWCParameters=6.36M2019.04 | 4.58 | — | — | — | — | — | — | |
| PWC-Net+Time (s)=0.03, fine-tuned=true, protocol=training protocol II2018.09 | 4.6 | — | — | — | — | — | — | |
| PWC-Net+ft-axXivLearning=Supervised, Split=test2019.04 | 4.6 | — | — | — | — | — | — | |
| PWC-Net+Parameters=8.75M2019.04 | 4.6 | — | — | — | — | — | — | |
| HD3F-ftFine-tuned=true, Time (s)=0.082018.12 | 4.67 | — | — | — | — | — | — | |
| PWC-Net_ROBTime (s)=0.03, fine-tuned=true, data=Sintel, KITTI 2015, HD1K2018.09 | 4.9 | — | — | — | — | — | — | |
| PWC-Net_ROBEvaluation Context=Robust Vision Challenge2018.11 | 4.903 | 24.878 | — | — | — | 2.454 | — | |
| ProFlow ROBEvaluation Context=Robust Vision Challenge2018.11 | 5.015 | 24.192 | — | — | — | 2.659 | — | |
| ProFlow+ftLearning=Supervised, Split=test2019.04 | 5.02 | — | — | — | — | — | — | |
| ProFlowParameters=N/A, multi-frame=true, additional-datasets=true2019.04 | 5.02 | — | — | — | — | — | — | |
| PWC-Net-ft-finalTime (s)=0.03, fine-tuned=true, protocol=more weight to the final pass2018.09 | 5.04 | — | — | — | — | — | — | |
| PWC-Net-ftFine-tuned=true, Time (s)=0.032018.12 | 5.04 | — | — | — | — | — | — | |
| PWC-Net+ft-CVPRLearning=Supervised, Split=test2019.04 | 5.04 | — | — | — | — | — | — | |
| PWC-Net-ft-finalParameters=8.75M2019.04 | 5.04 | — | — | — | — | — | — | |
| PWC-Net-ftFine-tuning status=Yes, Params (M)=8.75, FLOPS (G)=90.8, Time (s) 1080Ti=0.034, Time (s) TX2=0.4852021.03 | 5.04 | — | — | — | — | — | — | |
| DCFlowTime (s)=8.602018.09 | 5.12 | — | — | — | — | — | — | |
| DCFlowTime (s)=8.62018.12 | 5.12 | — | — | — | — | — | — | |
| DCFlow+ftLearning=Supervised, Split=test2019.04 | 5.12 | — | — | — | — | — | — | |
| DCFlowParameters=N/A2019.04 | 5.12 | — | — | — | — | — | — | |
| PWC-Net-ftTime (s)=0.03, fine-tuned=true2018.09 | 5.13 | — | — | — | — | — | — | |
| FlowNetC+ftLearning=Supervised, Split=train2019.04 | 5.28 | — | — | — | — | — | — | |
| PWC-Net-small-ftTime (s)=0.02, fine-tuned=true2018.09 | 5.32 | — | — | — | — | — | — | |
| FlowFieldsCNNTime (s)=23.02018.09 | 5.36 | — | — | — | — | — | — | |
| FlowFieldsCNNTime (s)=232018.12 | 5.36 | — | — | — | — | — | — | |
| FlowFieldsCNN+ftLearning=Supervised, Split=test2019.04 | 5.36 | — | — | — | — | — | — | |
| FlowFieldsCNNParameters=5.00M2019.04 | 5.36 | — | — | — | — | — | — | |
| MR-Flow2017.05 | 5.38 | — | — | — | — | — | — | |
| MRFlowTime (s)=4802018.09 | 5.38 | — | — | — | — | — | — | |
| LiteFlowNet-arXivTime (s)=0.092018.09 | 5.38 | — | — | — | — | — | — | |
| MRFlowTime (s)=4802018.12 | 5.38 | — | — | — | — | — | — | |
| LiteFlowNet+ft-arXivLearning=Supervised, Split=test2019.04 | 5.38 | — | — | — | — | — | — | |
| MR-FlowParameters=N/A2019.04 | 5.38 | — | — | — | — | — | — | |
| LiteFlowNetParameters=5.37M2019.04 | 5.38 | — | — | — | — | — | — | |
| LiteFlowNet-ftFine-tuning status=Yes, Params (M)=5.37, FLOPS (G)=163.5, Time (s) 1080Ti=0.055, Time (s) TX2=0.9072021.03 | 5.38 | — | — | — | — | — | — | |
| S2F-IFParameters=N/A2019.04 | 5.42 | — | — | — | — | — | — | |
| FlowNetC+Time (s)=0.052018.09 | 5.47 | — | — | — | — | — | — | |
| SfM-PMParameters=N/A2019.04 | 5.47 | — | — | — | — | — | — | |
| FlowFields++Parameters=N/A2019.04 | 5.49 | — | — | — | — | — | — | |
| AugFNG_ROBEvaluation Context=Robust Vision Challenge, Status=anonymous2018.11 | 5.5 | 26.052 | — | — | — | 2.978 | — | |
| MultiFrameOccFlow-Soft+ftLearning=Unsupervised, Split=train2019.04 | 5.52 | — | — | — | — | — | — | |
| FF+2017.05 | 5.71 | — | — | — | — | — | — | |
| FlowNet2-ft-sintelbackbone=GPU, runtime=123ms, fine-tuned=Sintel2016.12 | 5.74 | — | — | — | — | — | — | |
| FlowNet2-ftTime (s)=0.12, fine-tuned=true2018.09 | 5.74 | — | — | — | — | — | — | |
| FlowNet2-ftFine-tuned=true, Time (s)=0.122018.12 | 5.74 | — | — | — | — | — | — | |
| FlowNet2+ftLearning=Supervised, Split=test2019.04 | 5.74 | — | — | — | — | — | — | |
| FlowNet2-ftFine-tuning status=Yes, Params (M)=162.52, FLOPS (G)=24836.4, Time (s) 1080Ti=0.116, Time (s) TX2=1.5472021.03 | 5.74 | — | — | — | — | — | — | |
| FlowFieldsTime=23s2015.06 | 5.81 | 31.799 | 1.157 | 3.739 | 33.89 | — | — | |
| FlowFieldsbackbone=CPU, runtime=22,810ms2016.12 | 5.81 | — | — | — | — | — | — | |
| FlowFieldsTime (s)=28.02018.09 | 5.81 | — | — | — | — | — | — | |
| FlowFieldsTime (s)=282018.12 | 5.81 | — | — | — | — | — | — | |
| FullFlowTime (s)=2402018.09 | 5.9 | — | — | — | — | — | — | |
| FullFlowTime (s)=2402018.12 | 5.9 | — | — | — | — | — | — | |
| OccAwareFlow+ftLearning=Unsupervised, Split=train2019.04 | 5.95 | — | — | — | — | — | — | |
| CPM-flowTime (s)=4.302018.09 | 5.96 | — | — | — | — | — | — | |
| CPM-flowTime (s)=4.32018.12 | 5.96 | — | — | — | — | — | — | |
| LFNet_ROBEvaluation Context=Robust Vision Challenge, Status=anonymous2018.11 | 5.966 | 27.893 | — | — | — | 3.278 | — | |
| FlowNet2backbone=GPU, runtime=123ms2016.12 | 6.02 | — | — | — | — | — | — | |
| FlowNet2Time (s)=0.122018.09 | 6.02 | — | — | — | — | — | — | |
| FlowNet2Fine-tuned=false, Time (s)=0.122018.12 | 6.02 | — | — | — | — | — | — | |
| FlowNet2Parameters=162.5 M2019.04 | 6.02 | — | — | — | — | — | — | |
| FlowNet2Fine-tuning status=No, Params (M)=162.52, FLOPS (G)=24836.4, Time (s) 1080Ti=0.116, Time (s) TX2=1.5472021.03 | 6.02 | — | — | — | — | — | — | |
| DiscreteFlowTime=180s2015.06 | 6.077 | 34 | 1.074 | 3.832 | 40.273 | — | — | |
| DF2017.05 | 6.08 | — | — | — | — | — | — | |
| FastFlowNet-ftFine-tuning status=Yes, Params (M)=1.37, FLOPS (G)=12.2, Time (s) 1080Ti=0.011, Time (s) TX2=0.1762021.03 | 6.08 | — | — | — | — | — | — | |
| LiteFlowNet-CVPRTime (s)=0.092018.09 | 6.09 | — | — | — | — | — | — | |
| LiteFlowNet-ftFine-tuned=true, Time (s)=0.092018.12 | 6.09 | — | — | — | — | — | — | |
| LiteFlowNet+ft-CVPRLearning=Supervised, Split=test2019.04 | 6.09 | — | — | — | — | — | — | |
| EpicFlowTime=16.4s2015.06 | 6.285 | 32.564 | 1.135 | 3.727 | 38.021 | — | — | |
| EpicFlow+backbone=CPU, runtime=42,600ms2016.12 | 6.29 | — | — | — | — | — | — | |
| EpicFlow2017.09 | 6.29 | — | — | — | — | — | — | |
| EpicFlowTime (s)=15.02018.09 | 6.29 | — | — | — | — | — | — | |
| EpicFlowTime (s)=152018.12 | 6.29 | — | — | — | — | — | — | |
| FF++_ROBEvaluation Context=Robust Vision Challenge2018.11 | 6.496 | 35.057 | — | — | — | 2.99 | — | |
| ResPWCR_ROBEvaluation Context=Robust Vision Challenge, Status=anonymous2018.11 | 6.53 | 28.371 | — | — | — | 3.849 | — | |
| FlowNetS+Time (s)=0.012018.09 | 6.54 | — | — | — | — | — | — | |
| SelFlowLearning=Unsupervised, Split=test2019.04 | 6.57 | — | — | — | — | — | — | |
| TF+OFMTime=~400s2015.06 | 6.727 | 33.929 | 1.512 | 3.765 | 39.761 | — | — | |
| PatchBatchTime (s)=50.02018.09 | 6.78 | — | — | — | — | — | — | |
| PatchBatchTime (s)=502018.12 | 6.78 | — | — | — | — | — | — | |
| DSTFlow+ftLearning=Unsupervised, Split=train2019.04 | 6.81 | — | — | — | — | — | — | |
| DeepFlowTime=25s2015.06 | 6.928 | 38.166 | 1.182 | 3.859 | 42.854 | — | — | |
| MultiFrameOccFlow-None+ftLearning=Unsupervised, Split=train2019.04 | 7.09 | — | — | — | — | — | — | |
| SparseFlow FusedTime=20s2015.06 | 7.189 | 38.286 | 1.275 | 3.963 | 44.319 | — | — | |
| DeepFlow+backbone=CPU, runtime=51,940ms2016.12 | 7.21 | — | — | — | — | — | — |