Semantic Segmentation on COCO 1/128 925 labels
58.7mIoUUniMatch V2
Evaluation results
| Method | Links | |
|---|---|---|
| UniMatch V2Encoder=DINOV2-B, #Params=97.5M2024.10 | 58.7 | |
| SemiVLBackbone=ViT-B/162023.11 | 53.6 | |
| SemiVLEncoder=CLIP-B, #Params=88.0M2024.10 | 53.6 | |
| UniMatch V2Encoder=DINOV2-S, #Params=24.8M2024.10 | 53.2 | |
| Labeled OnlyEncoder=DINOV2-B, #Params=97.5M2024.10 | 52.1 | |
| UniMatchBackbone=ViT-B/16, Note=reproduced2023.11 | 49.1 | |
| UniMatch V1Encoder=CLIP-B, #Params=88.0M2024.10 | 49.1 | |
| AllSparkEncoder=MiT-B5, #Params=89.3M2024.10 | 45.5 | |
| AllSparkBackbone=SegFormer-B52024.03 | 45.48 | |
| LogicDiagBackbone=XC652023.11 | 45.4 | |
| LogicDiagEncoder=XC-65, #Params=54.7M2024.10 | 45.4 | |
| LogicDiag2024.03 | 45.35 | |
| Labeled OnlyEncoder=DINOV2-S, #Params=24.8M2024.10 | 44.6 | |
| UniMatchBackbone=XC652023.11 | 44.4 | |
| UniMatch V1Encoder=XC-65, #Params=54.7M2024.10 | 44.4 | |
| UniMatch2024.03 | 44.35 | |
| MKD2024.03 | 42.32 | |
| CISC-REncoder=XC-65, #Params=54.7M2024.10 | 42.3 | |
| PC2Seg2024.03 | 40.12 | |
| PC2SegNetwork=Xception-652021.08 | 40.12 | |
| PC2SegBackbone=XC652023.11 | 40.1 | |
| PC2SegEncoder=XC-65, #Params=54.7M2024.10 | 40.1 | |
| PseudoSeg2024.03 | 39.11 | |
| PseudoSegNetwork=Xception-652021.08 | 39.11 | |
| PseudoSegBackbone=XC652023.11 | 39.1 | |
| PseudoSegEncoder=XC-65, #Params=54.7M2024.10 | 39.1 | |
| SupBaseline-ViTBackbone=SegFormer-B52024.03 | 35.9 | |
| SupBaseline-CNNBackbone=ResNet-101, Decoder=DeepLabV3+2024.03 | 33.6 | |
| Labeled OnlyEncoder=XC-65, #Params=54.7M2024.10 | 33.6 | |
| Sup. baselineNetwork=Xception-652021.08 | 33.6 |