Semantic Segmentation on Pascal VOC Original protocol 92 labeled images
87mIoUSemiOVS (w/ SemiVL+)
Evaluation Results
| Method | Links | |
|---|---|---|
| SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.07 | 87 | |
| SemiVL+Encoder=ViT-B/162025.07 | 84 | |
| SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.07 | 80.5 | |
| SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.07 | 80.4 | |
| SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 78.2 | |
| SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 78.2 | |
| PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 77 | |
| JML-SSLBackbone=DL3+-R1012023.02 | 76.43 | |
| SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 76.4 | |
| CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 76.4 | |
| AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.07 | 76.1 | |
| Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.07 | 75.7 | |
| UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 75.2 | |
| UniMatchBackbone=DL3+-R1012023.02 | 75.2 | |
| DDFPEncoder=R-101, Decoder=DeepLabV3+2025.07 | 75 | |
| PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 73.4 | |
| LogicDiagEncoder=R-101, Decoder=DeepLabV3+2025.07 | 73.3 | |
| UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 71.9 | |
| AugSegBackbone=DL3+-R1012023.02 | 71.09 | |
| Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.07 | 70.8 | |
| DGCLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 70.5 | |
| CCVCEncoder=R-101, Decoder=DeepLabV3+2025.07 | 70.2 | |
| PRCLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 70.2 | |
| PCREncoder=R-101, Decoder=DeepLabV3+2025.07 | 70.1 | |
| GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.07 | 70 | |
| iMASBackbone=DL3+-R1012023.02 | 70 | |
| U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.07 | 69.3 | |
| U2PLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 68 | |
| U2PLBackbone=DL3+-R1012023.02 | 67.98 | |
| NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 65.8 | |
| ReCoEncoder=R-101, Decoder=DeepLabV3+2025.07 | 64.8 | |
| AugSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 64.2 | |
| CPSEncoder=R-101, Decoder=DeepLabV3+2025.07 | 64.1 | |
| FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 63.8 | |
| CPCLEncoder=R-50, Decoder=DeepLabV3+2025.07 | 61.9 | |
| CPCLNetwork=ResNet-502022.11 | 61.88 | |
| PseudoSegNetwork=ResNet-1012022.11 | 57.6 | |
| PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 56.9 | |
| CutMix-SegNetwork=ResNet-1012022.11 | 55.58 | |
| PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 54.9 | |
| MTNetwork=ResNet-1012022.11 | 48.7 | |
| GCTNetwork=ResNet-1012022.11 | 46.04 | |
| Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.07 | 45.1 | |
| Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.07 | 44 | |
| SuperviseBackbone=DL3+-R1012023.02 | 43.92 | |
| AdvSemSegNetwork=ResNet-1012022.11 | 39.69 | |
| VATNetwork=ResNet-1012022.11 | 36.92 | |
| CCTNetwork=ResNet-502022.11 | 33.1 |