Optical Flow on KITTI (test)
1.8EPE (Overall)FlowNet2-ft-kitti
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FlowNet2-ft-kittibackbone=GPU, runtime=123ms, fine-tuned=KITTI2016.12 | 1.8 | — | — | — | — | |
| BTF-ILLUMTime=80s2015.06 | 2.8 | 1.5 | 6.52 | 11.03 | — | |
| Flow FieldsTime=23s2015.06 | 3.5 | 1.4 | 6.23 | 14.01 | — | |
| FlowFieldsbackbone=CPU, runtime=22,810ms2016.12 | 3.5 | — | — | — | — | |
| Discrete FlowTime=180s2015.06 | 3.6 | 1.3 | 5.77 | 16.63 | — | |
| EpicFlowTime=16s2015.06 | 3.8 | 1.5 | 7.88 | 17.08 | — | |
| NLTGV-SCTime=16s2015.06 | 3.8 | 1.6 | 5.93 | 11.96 | — | |
| EpicFlow+backbone=CPU, runtime=42,600ms2016.12 | 3.8 | — | — | — | — | |
| EpicFlow2017.09 | 3.8 | — | — | — | — | |
| TGV2ADCSIFTTime=12s2015.06 | 4.5 | 1.5 | 6.2 | 15.15 | — | |
| SPyNetFine-tuned=true, Time (s)=0.0692016.11 | 4.7 | — | — | — | — | |
| TF+OFMTime=350s2015.06 | 5 | 2 | 10.22 | 18.46 | — | |
| PCA-Layersbackbone=GPU, runtime=3,300ms2016.12 | 5.2 | — | — | — | — | |
| DeepFlowTime=22s2015.06 | 5.3 | 1.4 | 6.61 | 17.35 | — | |
| Data-FlowTime=180s2015.06 | 5.5 | 1.9 | 7.11 | 14.57 | — | |
| DeepFlow*Time=17s, Note=Preliminary version of DeepFlow2015.06 | 5.8 | 1.5 | 7.22 | 17.79 | — | |
| DeepFlow+backbone=CPU, runtime=51,940ms2016.12 | 5.8 | — | — | — | — | |
| DeepFlow2017.09 | 5.8 | — | — | — | — | |
| PCA-Flowbackbone=CPU, runtime=140ms2016.12 | 6.2 | — | — | — | — | |
| SegFlow+ftfine-tuned=true2017.09 | 7.1 | — | — | — | — | |
| FlowNetS+fttraining=reported in [12]2017.09 | 7.6 | — | — | — | — | |
| FlowNetS+ft*training=same data as SegFlow2017.09 | 8.7 | — | — | — | — | |
| FlowNetSFine-tuned=true, Time (s)=0.0802016.11 | 9.1 | — | — | — | — | |
| EPPMbackbone=GPU, runtime=200ms2016.12 | 9.2 | — | — | — | — | |
| EPPM2017.09 | 9.2 | — | — | — | — | |
| LDOF (CPU)backbone=CPU, runtime=64,900ms2016.12 | 12.4 | — | — | — | — | |
| LDOF2017.09 | 12.4 | — | — | — | — | |
| DIS-Fastbackbone=CPU, runtime=70ms2016.12 | 14.4 | — | — | — | — | |
| CRAFTTraining dataset=Undisclosed, undisclosed method=true2022.04 | — | — | — | — | 4.79 | |
| DistractFlowwarm-start=false2024.03 | — | — | — | — | 4.71 | |
| FlowSupervisorwarm-start=false2024.03 | — | — | — | — | 4.85 | |
| GMATraining dataset=C+T+S+K+H2022.04 | — | — | — | — | 5.15 | |
| LiteFlowNet2Training dataset=C+T+S+K+H2022.04 | — | — | — | — | 7.62 | |
| MaskFlowNetTraining dataset=C+T+S+K+H2022.04 | — | — | — | — | 6.1 | |
| OCAIwarm-start=false2024.03 | — | — | — | — | 4.13 | |
| PWC-Net+Training dataset=C+T+S+K+H2022.04 | — | — | — | — | 7.72 | |
| RAFTTraining dataset=C+T+S+K+H2022.04 | — | — | — | — | 5.1 | |
| RAFT + OCTCTraining dataset=C+T+S+K+H2022.04 | — | — | — | — | 4.72 | |
| RAFT + OCTCTraining dataset=C+T+S+K+H, trained on KITTI-2012 and KITTI-2015 datasets=true2022.04 | — | — | — | — | 4.33 | |
| RAFT-ATraining dataset=A+T+S+K+H2022.04 | — | — | — | — | 4.78 | |
| RAFT-Awarm-start=false2024.03 | — | — | — | — | 4.78 | |
| RAFT-OCTCwarm-start=false2024.03 | — | — | — | — | 4.72 | |
| RAFT-Supervisedwarm-start=false2024.03 | — | — | — | — | 5.1 | |
| RealFlowwarm-start=false2024.03 | — | — | — | — | 4.63 | |
| ScopeFlowTraining dataset=C+T+S+K2022.04 | — | — | — | — | 6.82 | |
| SelFlowTraining dataset=C+T+S+K2022.04 | — | — | — | — | 8.42 | |
| VCNTraining dataset=C+T+S+K+H2022.04 | — | — | — | — | 6.3 |