Optical Flow Estimation on Flying Chairs (test)
1.57Endpoint Error (EPE)LiteFlowNet-pre
Evaluation Results
| Method | Links | |
|---|---|---|
| LiteFlowNet-preTraining dataset=Chairs2018.05 | 1.57 | |
| SMURFTrain on=Chairs2021.05 | 1.72 | |
| SMURFTrain on=Sintel2021.05 | 1.99 | |
| FlowNetCFine-tuned=false, Time (s)=0.1502016.11 | 2.19 | |
| FlowNetCTraining dataset=Chairs2018.05 | 2.19 | |
| LiteFlowNetX-preTraining dataset=Chairs, Model size=Small-size2018.05 | 2.25 | |
| FlowNetCFine-tuned=true, Time (s)=0.1502016.11 | 2.27 | |
| PWC-NetLearning Setting=Supervised, Training Data=C+T2022.11 | 2.3 | |
| MDFlowLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 2.48 | |
| MDFlowTraining Dataset=Chairs2022.11 | 2.48 | |
| STFlowLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 2.53 | |
| OIFlowLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 2.53 | |
| UFlowTrain on=Chairs2021.05 | 2.55 | |
| UFlowLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 2.55 | |
| UFlowTraining Dataset=Chairs2022.11 | 2.55 | |
| SPyNetFine-tuned=false, Time (s)=0.0692016.11 | 2.63 | |
| SPyNetTraining dataset=Chairs2018.05 | 2.63 | |
| SimFlowLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 2.69 | |
| SimFlowTraining Dataset=Chairs2022.11 | 2.69 | |
| FlowNetSFine-tuned=false, Time (s)=0.0802016.11 | 2.71 | |
| FlowNetSTraining dataset=Chairs2018.05 | 2.71 | |
| FlowNetSpre-trained=Flying Chair dataset2017.09 | 2.71 | |
| MDFlow-FastLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 2.75 | |
| MDFlowTraining Dataset=Sintel2022.11 | 2.79 | |
| SegFlow+ftfine-tuned=true2017.09 | 2.83 | |
| EpicFlow2017.09 | 2.94 | |
| DDFlowTrain on=Chairs2021.05 | 2.97 | |
| DDFlowLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 2.97 | |
| DDFlowTraining Dataset=Chairs2022.11 | 2.97 | |
| SimFlowTraining Dataset=Sintel2022.11 | 3.01 | |
| FlowNetS+fttraining=reported in [12]2017.09 | 3.03 | |
| FlowNetSFine-tuned=true, Time (s)=0.0802016.11 | 3.04 | |
| SPyNetFine-tuned=true, Time (s)=0.0692016.11 | 3.07 | |
| UFlowTrain on=Sintel2021.05 | 3.25 | |
| UFlowTraining Dataset=Sintel2022.11 | 3.25 | |
| SMURFTrain on=KITTI2021.05 | 3.26 | |
| OccAwareFlowLearning Setting=Unsupervised, Training Data=C + S/K2022.11 | 3.3 | |
| DDFlowTrain on=Sintel2021.05 | 3.46 | |
| DDFlowTraining Dataset=Sintel2022.11 | 3.46 | |
| LDOF2017.09 | 3.47 | |
| ARFlowTraining Dataset=Sintel2022.11 | 3.5 | |
| DeepFlow2017.09 | 3.53 | |
| Classic+NLPFine-tuned=false, Time (s)=1022016.11 | 3.93 | |
| MDFlowTraining Dataset=KITTI2022.11 | 4.14 | |
| SimFlowTraining Dataset=KITTI2022.11 | 4.32 | |
| UFlowTrain on=KITTI2021.05 | 5.05 | |
| UFlowTraining Dataset=KITTI2022.11 | 5.05 | |
| DDFlowTrain on=KITTI2021.05 | 6.35 | |
| DDFlowTraining Dataset=KITTI2022.11 | 6.35 |