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ResearchFormerly WizWand

Semantic Segmentation on COCO 232 labels (1/512)

50.1mIoUSemiVL
18.442426.661234.8843.0988Aug 20, 2021Feb 27, 2022Sep 7, 2022Mar 18, 2023Sep 26, 2023Apr 5, 2024Oct 14, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SemiVLBackbone=ViT-B/162023.1150.1
SemiVLEncoder=CLIP-B, #Params=88.0M2024.1050.1
UniMatch V2Encoder=DINOV2-B, #Params=97.5M2024.1047.9
UniMatch V2Encoder=DINOV2-S, #Params=24.8M2024.1039.3
Labeled OnlyEncoder=DINOV2-B, #Params=97.5M2024.1036.8
UniMatchBackbone=ViT-B/16, Note=reproduced2023.1136.6
UniMatch V1Encoder=CLIP-B, #Params=88.0M2024.1036.6
AllSparkBackbone=SegFormer-B52024.0334.1
AllSparkEncoder=MiT-B5, #Params=89.3M2024.1034.1
LogicDiagBackbone=XC652023.1133.1
LogicDiagEncoder=XC-65, #Params=54.7M2024.1033.1
LogicDiag2024.0333.07
CISC-REncoder=XC-65, #Params=54.7M2024.1032.1
UniMatchBackbone=XC652023.1131.9
UniMatch V1Encoder=XC-65, #Params=54.7M2024.1031.9
UniMatch2024.0331.86
MKD2024.0330.24
PC2Seg2024.0329.94
PC2SegNetwork=Xception-652021.0829.94
PC2SegBackbone=XC652023.1129.9
PC2SegEncoder=XC-65, #Params=54.7M2024.1029.9
PseudoSegBackbone=XC652023.1129.8
PseudoSegEncoder=XC-65, #Params=54.7M2024.1029.8
PseudoSeg2024.0329.78
PseudoSegNetwork=Xception-652021.0829.78
Labeled OnlyEncoder=DINOV2-S, #Params=24.8M2024.1029.4
SupBaseline-CNNBackbone=ResNet-101, Decoder=DeepLabV3+2024.0322.94
Sup. baselineNetwork=Xception-652021.0822.94
Labeled OnlyEncoder=XC-65, #Params=54.7M2024.1022.9
SupBaseline-ViTBackbone=SegFormer-B52024.0319.66