Semantic Segmentation on Pascal VOC Original protocol 1464 labeled images
88mIoUSemiOVS (w/ SemiVL+)
Evaluation Results
| Method | Links | |
|---|---|---|
| SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.07 | 88 | |
| SemiVL+Encoder=ViT-B/162025.07 | 87.3 | |
| JML-SSLBackbone=DL3+-R1012023.02 | 82.27 | |
| AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.07 | 82.1 | |
| Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.07 | 82 | |
| DDFPEncoder=R-101, Decoder=DeepLabV3+2025.07 | 82 | |
| iMASBackbone=DL3+-R1012023.02 | 82 | |
| SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.07 | 81.9 | |
| CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 81.8 | |
| SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.07 | 81.8 | |
| DGCLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 81.6 | |
| PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 81.6 | |
| AugSegBackbone=DL3+-R1012023.02 | 81.36 | |
| UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 81.2 | |
| UniMatchBackbone=DL3+-R1012023.02 | 81.2 | |
| PCREncoder=R-101, Decoder=DeepLabV3+2025.07 | 80.7 | |
| GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.07 | 80.5 | |
| CCVCEncoder=R-101, Decoder=DeepLabV3+2025.07 | 80.5 | |
| SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 80.2 | |
| SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 80.2 | |
| SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 79.5 | |
| U2PLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 79.5 | |
| U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.07 | 79.5 | |
| U2PLBackbone=DL3+-R1012023.02 | 79.49 | |
| PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 79.3 | |
| AugSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 78.8 | |
| UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 78.7 | |
| PRCLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 78.3 | |
| Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.07 | 78.2 | |
| FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 77.8 | |
| NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 77.4 | |
| SuperviseBackbone=DL3+-R1012023.02 | 74.97 | |
| Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.07 | 73.5 | |
| Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.07 | 72.9 | |
| PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 72.3 | |
| PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 71 |