Semantic Segmentation on COCO 232 labels (1/512)
50.1mIoUSemiVL
Evaluation Results
| Method | Links | |
|---|---|---|
| SemiVLBackbone=ViT-B/162023.11 | 50.1 | |
| SemiVLEncoder=CLIP-B, #Params=88.0M2024.10 | 50.1 | |
| UniMatch V2Encoder=DINOV2-B, #Params=97.5M2024.10 | 47.9 | |
| UniMatch V2Encoder=DINOV2-S, #Params=24.8M2024.10 | 39.3 | |
| Labeled OnlyEncoder=DINOV2-B, #Params=97.5M2024.10 | 36.8 | |
| UniMatchBackbone=ViT-B/16, Note=reproduced2023.11 | 36.6 | |
| UniMatch V1Encoder=CLIP-B, #Params=88.0M2024.10 | 36.6 | |
| AllSparkBackbone=SegFormer-B52024.03 | 34.1 | |
| AllSparkEncoder=MiT-B5, #Params=89.3M2024.10 | 34.1 | |
| LogicDiagBackbone=XC652023.11 | 33.1 | |
| LogicDiagEncoder=XC-65, #Params=54.7M2024.10 | 33.1 | |
| LogicDiag2024.03 | 33.07 | |
| CISC-REncoder=XC-65, #Params=54.7M2024.10 | 32.1 | |
| UniMatchBackbone=XC652023.11 | 31.9 | |
| UniMatch V1Encoder=XC-65, #Params=54.7M2024.10 | 31.9 | |
| UniMatch2024.03 | 31.86 | |
| MKD2024.03 | 30.24 | |
| PC2Seg2024.03 | 29.94 | |
| PC2SegNetwork=Xception-652021.08 | 29.94 | |
| PC2SegBackbone=XC652023.11 | 29.9 | |
| PC2SegEncoder=XC-65, #Params=54.7M2024.10 | 29.9 | |
| PseudoSegBackbone=XC652023.11 | 29.8 | |
| PseudoSegEncoder=XC-65, #Params=54.7M2024.10 | 29.8 | |
| PseudoSeg2024.03 | 29.78 | |
| PseudoSegNetwork=Xception-652021.08 | 29.78 | |
| Labeled OnlyEncoder=DINOV2-S, #Params=24.8M2024.10 | 29.4 | |
| SupBaseline-CNNBackbone=ResNet-101, Decoder=DeepLabV3+2024.03 | 22.94 | |
| Sup. baselineNetwork=Xception-652021.08 | 22.94 | |
| Labeled OnlyEncoder=XC-65, #Params=54.7M2024.10 | 22.9 | |
| SupBaseline-ViTBackbone=SegFormer-B52024.03 | 19.66 |