Semantic Segmentation on Pascal VOC Priority protocol (1/16 labeled ratio)
87.3mIoUUniMatchV2-S + PrevMatch
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMatchV2-S + PrevMatchEncoder=DINOv2-S2024.05 | 87.3 | |
| UniMatchV2-SEncoder=DINOv2-S2024.05 | 86.6 | |
| SemiOVS (w/ PrevMatch)Encoder=R-1012025.07 | 82 | |
| AllSparkEncoder=MiT-B52025.07 | 81.6 | |
| AllSparkEncoder=MiT-B52024.05 | 81.6 | |
| SemiOVS (w/ UniMatch)Encoder=R-1012025.07 | 81.5 | |
| PrevMatchEncoder=R-1012025.07 | 81.4 | |
| UniMatch + PrevMatchEncoder=RN-1012024.05 | 81.4 | |
| CorrMatchEncoder=R-1012025.07 | 81.3 | |
| CorrMatchEncoder=RN-1012024.05 | 81.3 | |
| UniMatchEncoder=R-1012025.07 | 80.9 | |
| UniMatchEncoder=RN-1012024.05 | 80.9 | |
| Dual TeacherEncoder=R-1012025.07 | 80.1 | |
| Dual TeacherEncoder=RN-1012024.05 | 80.1 | |
| AugSegEncoder=R-1012025.07 | 79.3 | |
| U2PLEncoder=R-1012025.07 | 77.2 | |
| U2PLEncoder=RN-1012024.05 | 77.2 | |
| U2PL+Encoder=RN-1012024.05 | 77.2 | |
| FixMatch + PrevMatchEncoder=RN-502024.05 | 76.9 | |
| FixMatchEncoder=RN-502024.05 | 75.4 | |
| FPL+CPS w/ cutmixBackbone=ResNet-1012022.10 | 74.98 | |
| FPL+AELBackbone=ResNet-1012022.10 | 74.98 | |
| CPS w/ cutmixBackbone=ResNet-1012022.10 | 74.48 | |
| AELBackbone=ResNet-1012022.10 | 74.2 | |
| FPL+CPS w/o cutmixBackbone=ResNet-1012022.10 | 73.18 | |
| CutMix-SegBackbone=ResNet-1012022.10 | 72.56 | |
| FPL+CPS w/ cutmixBackbone=ResNet-502022.10 | 72.52 | |
| CPS w/o cutmixBackbone=ResNet-1012022.10 | 72.5 | |
| CACBackbone=ResNet-1012022.10 | 72.4 | |
| CPS w/ cutmixBackbone=ResNet-502022.10 | 71.78 | |
| FPL+AELBackbone=ResNet-502022.10 | 71.01 | |
| Supervised BaselineEncoder=R-1012025.07 | 70.6 | |
| MTBackbone=ResNet-1012022.10 | 70.59 | |
| CACBackbone=ResNet-502022.10 | 70.1 | |
| AELBackbone=ResNet-502022.10 | 69.93 | |
| GCTBackbone=ResNet-1012022.10 | 69.77 | |
| CutMix-SegBackbone=ResNet-502022.10 | 68.9 | |
| FPL+CPS w/o cutmixBackbone=ResNet-502022.10 | 68.67 | |
| CPS w/o cutmixBackbone=ResNet-502022.10 | 68.13 | |
| CCTBackbone=ResNet-1012022.10 | 67.94 | |
| MTBackbone=ResNet-502022.10 | 66.77 | |
| CCTBackbone=ResNet-502022.10 | 65.22 | |
| GCTBackbone=ResNet-502022.10 | 64.05 |