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ResearchFormerly WizWand

Unsupervised Video Object Segmentation on FBMS (test)

84.6J MeanFakeFlow
42.89653.72364.5575.377Dec 23, 2021May 28, 2022Oct 31, 2022Apr 5, 2023Sep 8, 2023Feb 11, 2024Jul 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FakeFlowBackbone=MiT-b2, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=29.52024.0784.6
SimulFlowBackbone=MiT-b2, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=25.22024.0784.1
DPABackbone=VGG-16, Resolution=512x512, Optical Flow=false, Post-processing=false, fps=19.52024.0783.4
DPABackbone=VGG-16, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=19.52023.0983.4
TMO++Backbone=MiT-b1, Resolution=Multiple, Optical Flow=false, Post-processing=true, fps=4.3, Test-time augmentation=true2023.0983.4
TMO++Backbone=MiT-b1, Resolution=384x384, Optical Flow=false, Post-processing=true, fps=54.32023.0983.2
GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=4.1, test time augmentation=true2023.0383.1
OASTPublication=ICCV'23, Backbone=MiT-b2, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false2023.0383
OASTBackbone=MobileViT3D, Resolution=384x640, Optical Flow=false, Post-processing=false2024.0783
GFAResolution=512x512, Optical Flow=false, Post-processing=false2024.0782.4
GFAResolution=512x512, Optical Flow=true, Post-processing=false2023.0982.4
GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=38.22023.0382.3
GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow=false, Post-processing=false, fps=38.22024.0782.3
GSA-NetBackbone=MiT-b2, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=312023.0982.3
OASTBackbone=3D-ResNet-101, Resolution=384x640, Optical Flow=false, Post-processing=false2023.0981.7
TMO++Backbone=ResNet-101, Resolution=Multiple, Optical Flow=false, Post-processing=true, fps=2.3, Test-time augmentation=true2023.0981.7
TMO++Backbone=ResNet-101, Resolution=384x384, Optical Flow=false, Post-processing=true, fps=36.52023.0981.4
GSA-NetBackbone=ResNet101, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=4.5, test time augmentation=true2023.0380.8
SimulFlowBackbone=MiT-b1, Resolution=384x384, Optical Flow=true, Post-processing=false, fps=53.22023.0980.1
TMOBackbone=MiT-b1, Resolution=384x384, Optical Flow=false, Post-processing=false, fps=66.72023.0980
TMOPublication=WACV'23, Backbone=ResNet101, Resolution=384x384, Optical Flow (OF)=true, Post-Processing (PP)=true, FPS=43.22023.0379.9
TMOBackbone=ResNet-101, Resolution=384x384, Optical Flow=false, Post-processing=false, fps=43.22024.0779.9
TMOBackbone=ResNet-101, Resolution=384x384, Optical Flow=false, Post-processing=false, fps=43.22023.0979.9
GSA-NetBackbone=ResNet101, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=41.52023.0379.2
TransportNetPublication=ICCV'21, Backbone=ResNet101, Resolution=512x512, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=12.52023.0378.7
TransportNetBackbone=ResNet-101, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=12.52024.0778.7
TransportNetBackbone=ResNet-101, Resolution=512x512, Optical Flow=true, Post-processing=false, fps=12.52023.0978.7
FEM-NetBackbone=ResNet-101, Resolution=473x473, Optical Flow=true, Post-processing=false, fps=72023.0978.5
HCPNBackbone=ResNet-101, Resolution=512x512, Optical Flow=true, Post-processing=true, fps=22023.0978.3
SPSNBackbone=VGG16, CRF=true2022.0977.8
SPSNBackbone=VGG16, CRF=false2022.0977.7
PMNPublication=WACV'23, Backbone=VGG16, Resolution=352x352, Optical Flow (OF)=true, Post-Processing (PP)=false2023.0377.7
PMNBackbone=VGG-16, Resolution=352x352, Optical Flow=false, Post-processing=false, fps=41.32024.0777.7
PMNBackbone=VGG-16, Resolution=352x352, Optical Flow=true, Post-processing=false, fps=41.32023.0977.7
F2Net2021.1277.5
Ours2021.1277.5
F2NetYear=2021, Backbone=DeepLabv3, CRF=false2022.0977.5
IMPYear=2022, Backbone=ResNet50, CRF=false2022.0977.5
F2NetPublication=AAAI'21, Backbone=DeepLabV3, Resolution=473x473, Optical Flow (OF)=false, Post-Processing (PP)=false, FPS=102023.0377.5
IMPPublication=AAAI'22, Backbone=ResNet50, Optical Flow (OF)=false, Post-Processing (PP)=false, FPS=1.792023.0377.5
F2NetBackbone=DeepLabv3, Resolution=473x473, Optical Flow=false, Post-processing=false, fps=102024.0777.5
IMPBackbone=ResNet-50, Optical Flow=false, Post-processing=false, fps=1.792024.0777.5
IMPBackbone=ResNet-50, Optical Flow=false, Post-processing=false, fps=1.792023.0977.5
AMC-NetYear=2021, Backbone=ResNet101, CRF=true2022.0976.5
AMC-NetPublication=ICCV'21, Backbone=ResNet101, Resolution=384x384, Optical Flow (OF)=true, Post-Processing (PP)=true, FPS=17.52023.0376.5
AMC-NetBackbone=ResNet-101, Resolution=384x384, Optical Flow=true, Post-processing=false, fps=17.52024.0776.5
AMC-NetBackbone=ResNet-101, Resolution=384x384, Optical Flow=true, Post-processing=false, fps=17.52023.0976.5
MATNet2021.1276.1
MATNetPublication=AAAI'20, Backbone=ResNet101, Resolution=473x473, Optical Flow (OF)=true, Post-Processing (PP)=false, FPS=202023.0376.1
MATNetBackbone=ResNet-101, Resolution=473x473, Optical Flow=true, Post-processing=true, fps=202024.0776.1
MATNetBackbone=ResNet-101, Resolution=473x473, Optical Flow=true, Post-processing=false, fps=202023.0976.1
COSNet2021.1275.6
COSNetYear=2019, Backbone=DeepLabv3, CRF=true2022.0975.6
DATTTBackbone=MiT-b1, Resolution=512x512, Optical Flow=false, Post-processing=false2023.0974.9
PDB2021.1274
PDBYear=2018, Backbone=ResNet50, CRF=true2022.0974
OBN2021.1273.9
IET2021.1271.9
IETYear=2018, Backbone=DeepLabv2, CRF=true2022.0971.9
FSEG2021.1268.4
MSTP2021.1260.8
ARP2021.1259.8
SFL2021.1256
SFLYear=2017, Backbone=ResNet101, CRF=false2022.0956
FST2021.1255.5
NLC2021.1244.5