Unsupervised Video Object Segmentation on FBMS (test)
84.6J MeanFakeFlow
Evaluation Results
| Method | Links | |
|---|---|---|
| FakeFlowBackbone=MiT-b2, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=29.52024.07 | 84.6 | |
| SimulFlowBackbone=MiT-b2, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=25.22024.07 | 84.1 | |
| DPABackbone=VGG-16, Resolution=512x512, Optical Flow=false, Post-processing=false, fps=19.52024.07 | 83.4 | |
| DPABackbone=VGG-16, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=19.52023.09 | 83.4 | |
| TMO++Backbone=MiT-b1, Resolution=Multiple, Optical Flow=false, Post-processing=true, fps=4.3, Test-time augmentation=true2023.09 | 83.4 | |
| TMO++Backbone=MiT-b1, Resolution=384x384, Optical Flow=false, Post-processing=true, fps=54.32023.09 | 83.2 | |
| GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=4.1, test time augmentation=true2023.03 | 83.1 | |
| OASTPublication=ICCV'23, Backbone=MiT-b2, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false2023.03 | 83 | |
| OASTBackbone=MobileViT3D, Resolution=384x640, Optical Flow=false, Post-processing=false2024.07 | 83 | |
| GFAResolution=512x512, Optical Flow=false, Post-processing=false2024.07 | 82.4 | |
| GFAResolution=512x512, Optical Flow=true, Post-processing=false2023.09 | 82.4 | |
| GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=38.22023.03 | 82.3 | |
| GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow=false, Post-processing=false, fps=38.22024.07 | 82.3 | |
| GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=312023.09 | 82.3 | |
| OASTBackbone=3D-ResNet-101, Resolution=384x640, Optical Flow=false, Post-processing=false2023.09 | 81.7 | |
| TMO++Backbone=ResNet-101, Resolution=Multiple, Optical Flow=false, Post-processing=true, fps=2.3, Test-time augmentation=true2023.09 | 81.7 | |
| TMO++Backbone=ResNet-101, Resolution=384x384, Optical Flow=false, Post-processing=true, fps=36.52023.09 | 81.4 | |
| GSA-NetBackbone=ResNet101, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=4.5, test time augmentation=true2023.03 | 80.8 | |
| SimulFlowBackbone=MiT-b1, Resolution=384x384, Optical Flow=true, Post-processing=false, fps=53.22023.09 | 80.1 | |
| TMOBackbone=MiT-b1, Resolution=384x384, Optical Flow=false, Post-processing=false, fps=66.72023.09 | 80 | |
| TMOPublication=WACV'23, Backbone=ResNet101, Resolution=384x384, Optical Flow (OF)=true, Post-Processing (PP)=true, FPS=43.22023.03 | 79.9 | |
| TMOBackbone=ResNet-101, Resolution=384x384, Optical Flow=false, Post-processing=false, fps=43.22024.07 | 79.9 | |
| TMOBackbone=ResNet-101, Resolution=384x384, Optical Flow=false, Post-processing=false, fps=43.22023.09 | 79.9 | |
| GSA-NetBackbone=ResNet101, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=41.52023.03 | 79.2 | |
| TransportNetPublication=ICCV'21, Backbone=ResNet101, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=12.52023.03 | 78.7 | |
| TransportNetBackbone=ResNet-101, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=12.52024.07 | 78.7 | |
| TransportNetBackbone=ResNet-101, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=12.52023.09 | 78.7 | |
| FEM-NetBackbone=ResNet-101, Resolution=473x473, Optical Flow=true, Post-processing=false, fps=72023.09 | 78.5 | |
| HCPNBackbone=ResNet-101, Resolution=512x512, Optical Flow=true, Post-processing=true, fps=22023.09 | 78.3 | |
| SPSNBackbone=VGG16, CRF=true2022.09 | 77.8 | |
| SPSNBackbone=VGG16, CRF=false2022.09 | 77.7 | |
| PMNPublication=WACV'23, Backbone=VGG16, Resolution=352x352, Optical Flow (OF)=true, Post-Processing (PP)=false2023.03 | 77.7 | |
| PMNBackbone=VGG-16, Resolution=352x352, Optical Flow=false, Post-processing=false, fps=41.32024.07 | 77.7 | |
| PMNBackbone=VGG-16, Resolution=352x352, Optical Flow=true, Post-processing=false, fps=41.32023.09 | 77.7 | |
| F2Net2021.12 | 77.5 | |
| Ours2021.12 | 77.5 | |
| F2NetYear=2021, Backbone=DeepLabv3, CRF=false2022.09 | 77.5 | |
| IMPYear=2022, Backbone=ResNet50, CRF=false2022.09 | 77.5 | |
| F2NetPublication=AAAI'21, Backbone=DeepLabV3, Resolution=473x473, Optical Flow (OF)=false, Post-Processing (PP)=false, FPS=102023.03 | 77.5 | |
| IMPPublication=AAAI'22, Backbone=ResNet50, Optical Flow (OF)=false, Post-Processing (PP)=false, FPS=1.792023.03 | 77.5 | |
| F2NetBackbone=DeepLabv3, Resolution=473x473, Optical Flow=false, Post-processing=false, fps=102024.07 | 77.5 | |
| IMPBackbone=ResNet-50, Optical Flow=false, Post-processing=false, fps=1.792024.07 | 77.5 | |
| IMPBackbone=ResNet-50, Optical Flow=false, Post-processing=false, fps=1.792023.09 | 77.5 | |
| AMC-NetYear=2021, Backbone=ResNet101, CRF=true2022.09 | 76.5 | |
| AMC-NetPublication=ICCV'21, Backbone=ResNet101, Resolution=384x384, Optical Flow (OF)=true, Post-Processing (PP)=true, FPS=17.52023.03 | 76.5 | |
| AMC-NetBackbone=ResNet-101, Resolution=384x384, Optical Flow=true, Post-processing=false, fps=17.52024.07 | 76.5 | |
| AMC-NetBackbone=ResNet-101, Resolution=384x384, Optical Flow=true, Post-processing=false, fps=17.52023.09 | 76.5 | |
| MATNet2021.12 | 76.1 | |
| MATNetPublication=AAAI'20, Backbone=ResNet101, Resolution=473x473, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=202023.03 | 76.1 | |
| MATNetBackbone=ResNet-101, Resolution=473x473, Optical Flow=true, Post-processing=true, fps=202024.07 | 76.1 | |
| MATNetBackbone=ResNet-101, Resolution=473x473, Optical Flow=true, Post-processing=false, fps=202023.09 | 76.1 | |
| COSNet2021.12 | 75.6 | |
| COSNetYear=2019, Backbone=DeepLabv3, CRF=true2022.09 | 75.6 | |
| DATTTBackbone=MiT-b1, Resolution=512x512, Optical Flow=false, Post-processing=false2023.09 | 74.9 | |
| PDB2021.12 | 74 | |
| PDBYear=2018, Backbone=ResNet50, CRF=true2022.09 | 74 | |
| OBN2021.12 | 73.9 | |
| IET2021.12 | 71.9 | |
| IETYear=2018, Backbone=DeepLabv2, CRF=true2022.09 | 71.9 | |
| FSEG2021.12 | 68.4 | |
| MSTP2021.12 | 60.8 | |
| ARP2021.12 | 59.8 | |
| SFL2021.12 | 56 | |
| SFLYear=2017, Backbone=ResNet101, CRF=false2022.09 | 56 | |
| FST2021.12 | 55.5 | |
| NLC2021.12 | 44.5 |