Semantic Segmentation on Pascal VOC Priority protocol (1/4 labeled ratio)
86.4mIoUUniMatchV2-S + PrevMatch
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMatchV2-S + PrevMatchEncoder=DINOv2-S2024.05 | 86.4 | |
| UniMatchV2-SEncoder=DINOv2-S2024.05 | 85.9 | |
| SemiOVS (w/ PrevMatch)Encoder=R-1012025.07 | 81.3 | |
| SemiOVS (w/ UniMatch)Encoder=R-1012025.07 | 81 | |
| CorrMatchEncoder=R-1012025.07 | 80.9 | |
| AllSparkEncoder=MiT-B52025.07 | 80.9 | |
| CorrMatchEncoder=RN-1012024.05 | 80.9 | |
| AllSparkEncoder=MiT-B52024.05 | 80.9 | |
| PrevMatchEncoder=R-1012025.07 | 80.8 | |
| UniMatch + PrevMatchEncoder=RN-1012024.05 | 80.8 | |
| AugSegEncoder=R-1012025.07 | 80.5 | |
| Dual TeacherEncoder=R-1012025.07 | 80.5 | |
| Dual TeacherEncoder=RN-1012024.05 | 80.5 | |
| UniMatchEncoder=R-1012025.07 | 80.4 | |
| UniMatchEncoder=RN-1012024.05 | 80.4 | |
| U2PL+Encoder=RN-1012024.05 | 80.2 | |
| U2PLEncoder=R-1012025.07 | 79.3 | |
| U2PLEncoder=RN-1012024.05 | 79.3 | |
| FPL+AELBackbone=ResNet-1012022.10 | 78.35 | |
| FPL+CPS w/ cutmixBackbone=ResNet-1012022.10 | 78.3 | |
| AELBackbone=ResNet-1012022.10 | 77.98 | |
| FixMatch + PrevMatchEncoder=RN-502024.05 | 77.8 | |
| CPS w/ cutmixBackbone=ResNet-1012022.10 | 77.68 | |
| FPL+CPS w/o cutmixBackbone=ResNet-1012022.10 | 77.47 | |
| CPS w/o cutmixBackbone=ResNet-1012022.10 | 77.14 | |
| FixMatchEncoder=RN-502024.05 | 76.9 | |
| MTBackbone=ResNet-1012022.10 | 76.62 | |
| FPL+AELBackbone=ResNet-502022.10 | 76.61 | |
| Supervised BaselineEncoder=R-1012025.07 | 76.5 | |
| CACBackbone=ResNet-1012022.10 | 76.3 | |
| CCTBackbone=ResNet-1012022.10 | 76.17 | |
| AELBackbone=ResNet-502022.10 | 75.5 | |
| FPL+CPS w/ cutmixBackbone=ResNet-502022.10 | 75.35 | |
| GCTBackbone=ResNet-1012022.10 | 75.25 | |
| CPS w/ cutmixBackbone=ResNet-502022.10 | 74.9 | |
| FPL+CPS w/o cutmixBackbone=ResNet-502022.10 | 74.8 | |
| CutMix-SegBackbone=ResNet-1012022.10 | 74.25 | |
| CPS w/o cutmixBackbone=ResNet-502022.10 | 74.24 | |
| CACBackbone=ResNet-502022.10 | 74 | |
| GCTBackbone=ResNet-502022.10 | 73.45 | |
| CCTBackbone=ResNet-502022.10 | 73.43 | |
| MTBackbone=ResNet-502022.10 | 73.22 | |
| CutMix-SegBackbone=ResNet-502022.10 | 72.46 |