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ResearchFormerly WizWand

Semantic Segmentation on COCO 1849 labels (1/64)

60.4mIoUUniMatch V2
36.89642.99849.155.202Aug 20, 2021Feb 27, 2022Sep 7, 2022Mar 18, 2023Sep 26, 2023Apr 5, 2024Oct 14, 2024
Updated 8mo ago

Evaluation results

MethodLinks
UniMatch V2Encoder=DINOV2-B, #Params=97.5M2024.1060.4
Labeled OnlyEncoder=DINOV2-B, #Params=97.5M2024.1056.2
SemiVLBackbone=ViT-B/162023.1155.4
SemiVLEncoder=CLIP-B, #Params=88.0M2024.1055.4
UniMatch V2Encoder=DINOV2-S, #Params=24.8M2024.1055
UniMatchBackbone=ViT-B/16, Note=reproduced2023.1153.5
UniMatch V1Encoder=CLIP-B, #Params=88.0M2024.1053.5
AllSparkEncoder=MiT-B5, #Params=89.3M2024.1049.6
AllSparkBackbone=SegFormer-B52024.0349.56
Labeled OnlyEncoder=DINOV2-S, #Params=24.8M2024.1049.2
LogicDiag2024.0348.83
LogicDiagBackbone=XC652023.1148.8
LogicDiagEncoder=XC-65, #Params=54.7M2024.1048.8
UniMatchBackbone=XC652023.1148.2
UniMatch V1Encoder=XC-65, #Params=54.7M2024.1048.2
UniMatch2024.0348.17
MKD2024.0345.5
PC2SegBackbone=XC652023.1143.7
PC2SegEncoder=XC-65, #Params=54.7M2024.1043.7
PC2Seg2024.0343.67
PC2SegNetwork=Xception-652021.0843.67
PseudoSegBackbone=XC652023.1141.8
PseudoSegEncoder=XC-65, #Params=54.7M2024.1041.8
PseudoSeg2024.0341.75
PseudoSegNetwork=Xception-652021.0841.75
SupBaseline-ViTBackbone=SegFormer-B52024.0340.89
SupBaseline-CNNBackbone=ResNet-101, Decoder=DeepLabV3+2024.0337.8
Labeled OnlyEncoder=XC-65, #Params=54.7M2024.1037.8
Sup. baselineNetwork=Xception-652021.0837.8