Semantic Segmentation on Pascal VOC Original protocol 732 labeled images
87.9mIoUSemiOVS (w/ SemiVL+)
Evaluation Results
| Method | Links | |
|---|---|---|
| SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.07 | 87.9 | |
| SemiVL+Encoder=ViT-B/162025.07 | 86.7 | |
| SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.07 | 81.8 | |
| SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.07 | 81.7 | |
| DDFPEncoder=R-101, Decoder=DeepLabV3+2025.07 | 81.2 | |
| Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.07 | 80.9 | |
| AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.07 | 80.8 | |
| CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 80.6 | |
| PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 80.4 | |
| SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 80.1 | |
| SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 80 | |
| UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.07 | 79.9 | |
| LogicDiagEncoder=R-101, Decoder=DeepLabV3+2025.07 | 79.4 | |
| DGCLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 79.2 | |
| SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.07 | 79.1 | |
| CCVCEncoder=R-101, Decoder=DeepLabV3+2025.07 | 79.1 | |
| PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 78.6 | |
| PCREncoder=R-101, Decoder=DeepLabV3+2025.07 | 78.5 | |
| GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.07 | 78.4 | |
| Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.07 | 77.7 | |
| AugSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 77.4 | |
| NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 77.4 | |
| UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 77.4 | |
| U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.07 | 77.1 | |
| FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.07 | 76.8 | |
| U2PLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 76.2 | |
| PRCLEncoder=R-101, Decoder=DeepLabV3+2025.07 | 76.2 | |
| CPSEncoder=R-101, Decoder=DeepLabV3+2025.07 | 75.9 | |
| ReCoEncoder=R-101, Decoder=DeepLabV3+2025.07 | 74.7 | |
| CPCLEncoder=R-50, Decoder=DeepLabV3+2025.07 | 74.3 | |
| PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 70.9 | |
| PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.07 | 70.4 | |
| Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.07 | 69.7 | |
| Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.07 | 66.7 |