Optical Flow on Middlebury (train)
0.22AEEClassic+NLP
Evaluation Results
| Method | Links | |
|---|---|---|
| Classic+NLPCategory=Conventional2018.05 | 0.22 | |
| Classic+NLPFine-tuned=false, Time (s)=1022016.11 | 0.22 | |
| DeepFlow+backbone=CPU, runtime=51,940ms, improved_option=true2016.12 | 0.25 | |
| DeepFlowCategory=Conventional2018.05 | 0.25 | |
| FlowFieldsbackbone=CPU, runtime=22,810ms, improved_option=true2016.12 | 0.27 | |
| FlowFieldsCategory=Conventional2018.05 | 0.27 | |
| LiteFlowNet-ftCategory=Lightweight CNN, fine-tuned=true2018.05 | 0.3 | |
| EpicFlow+backbone=CPU, runtime=42,600ms, improved_option=true2016.12 | 0.31 | |
| EpicFlowCategory=Conventional2018.05 | 0.31 | |
| SPyNetCategory=Lightweight CNN2018.05 | 0.33 | |
| SPyNet-ftCategory=Lightweight CNN, fine-tuned=true2018.05 | 0.33 | |
| SPyNetFine-tuned=false, Time (s)=0.0692016.11 | 0.33 | |
| SPyNetFine-tuned=true, Time (s)=0.0692016.11 | 0.33 | |
| FlowNet2backbone=GPU, runtime=123ms, improved_option=true2016.12 | 0.35 | |
| FlowNet2-ft-sintelbackbone=GPU, runtime=123ms, improved_option=true, fine-tuned=Sintel2016.12 | 0.35 | |
| FlowNet2Category=Heavyweight CNN2018.05 | 0.35 | |
| FlowNet2-ft-sintelCategory=Heavyweight CNN, fine-tuned=Sintel2018.05 | 0.35 | |
| LDOF (GPU)backbone=GPU, runtime=6,270ms, improved_option=true2016.12 | 0.36 | |
| FlowNet2-CSS-ft-sdbackbone=GPU, runtime=69ms, improved_option=true2016.12 | 0.38 | |
| LiteFlowNetCategory=Lightweight CNN2018.05 | 0.39 | |
| FlowNet2-css-ft-sdbackbone=GPU, runtime=31ms, improved_option=true2016.12 | 0.43 | |
| LDOF (CPU)backbone=CPU, runtime=64,900ms, improved_option=true2016.12 | 0.44 | |
| FlowNet2-CSSbackbone=GPU, runtime=69ms, improved_option=true2016.12 | 0.44 | |
| LDOFCategory=Conventional2018.05 | 0.44 | |
| LiteFlowNetXCategory=Lightweight CNN2018.05 | 0.45 | |
| FlowNet2-cssbackbone=GPU, runtime=31ms, improved_option=true2016.12 | 0.54 | |
| FlowNet2-ft-kittibackbone=GPU, runtime=123ms, improved_option=true, fine-tuned=KITTI2016.12 | 0.56 | |
| FlowNet2-ft-kittiCategory=Heavyweight CNN, fine-tuned=KITTI2018.05 | 0.56 | |
| PCA-Layersbackbone=GPU, runtime=3,300ms, improved_option=true2016.12 | 0.66 | |
| PCA-LayersCategory=Conventional2018.05 | 0.66 | |
| FlowNet2-ssbackbone=GPU, runtime=14ms, improved_option=true2016.12 | 0.68 | |
| PCA-Flowbackbone=CPU, runtime=140ms, improved_option=true2016.12 | 0.7 | |
| SpyNetScale=4x2020.01 | 0.81 | |
| DIS-Fastbackbone=CPU, runtime=70ms, improved_option=true2016.12 | 0.92 | |
| FlowNetC-ftCategory=Heavyweight CNN, fine-tuned=true2018.05 | 0.93 | |
| FlowNetCFine-tuned=true, Time (s)=0.1502016.11 | 0.93 | |
| FlowNetS-ftCategory=Heavyweight CNN, fine-tuned=true2018.05 | 0.98 | |
| FlowNet2-CCategory=Heavyweight CNN2018.05 | 0.98 | |
| FlowNetSFine-tuned=true, Time (s)=0.0802016.11 | 0.98 | |
| FlowNet2-SCategory=Heavyweight CNN2018.05 | 1.04 | |
| FlowNetSbackbone=GPU, runtime=18ms, improved_option=true2016.12 | 1.09 | |
| FlowNetSCategory=Heavyweight CNN2018.05 | 1.09 | |
| FlowNetSFine-tuned=false, Time (s)=0.0802016.11 | 1.09 | |
| FlowNet2-S re-trainedCategory=Heavyweight CNN, re-trained=true2018.05 | 1.13 | |
| FlowNetCbackbone=GPU, runtime=32ms, improved_option=true2016.12 | 1.15 | |
| FlowNetCCategory=Heavyweight CNN2018.05 | 1.15 | |
| FlowNetCFine-tuned=false, Time (s)=0.1502016.11 | 1.15 | |
| FlowNet-SScale=4x2020.01 | 1.18 | |
| FlowNet2-sbackbone=GPU, runtime=7ms, improved_option=true2016.12 | 1.27 | |
| OFRnetFlow type=Super-resolved, Scale=4x2020.01 | 1.3 | |
| Upsampled FlowFlow type=Upsampled, Scale=4x2020.01 | 1.69 |