Metric: Validation mIoU (higher is better)
| # | Model↕ | Validation mIoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | UniMatch V2 (DINOv2-B) | 87.9 | No | UniMatch V2: Pushing the Limit of Semi-Supervise... | 2024-10-14 | Code |
| 2 | SemiOVS (w/ SemiVL, ViT-B/16) | 87.3 | Yes | - | - | Code |
| 3 | SemiVL (ViT-B/16) | 85.6 | No | SemiVL: Semi-Supervised Semantic Segmentation wi... | 2023-11-27 | Code |
| 4 | SemiOVS (w/ UniMatch, ResNet-101) | 81.3 | Yes | - | - | Code |
| 5 | UniMatch (ViT-B/16) | 80.1 | No | SemiVL: Semi-Supervised Semantic Segmentation wi... | 2023-11-27 | Code |
| 6 | SemiOVS (w/ UniMatch, ResNet-50) | 78.7 | Yes | - | - | Code |
| 7 | PrevMatch (ResNet-101) | 78.5 | No | Revisiting and Maximizing Temporal Knowledge in ... | 2024-05-31 | Code |
| 8 | CorrMatch (Deeplabv3+ with ResNet-101) | 78.5 | No | CorrMatch: Label Propagation via Correlation Mat... | 2023-06-07 | Code |
| 9 | AllSpark | 78.41 | No | AllSpark: Reborn Labeled Features from Unlabeled... | 2024-03-04 | Code |
| 10 | UniMatch (DeepLab v3+ with ResNet-101) | 77.2 | No | Revisiting Weak-to-Strong Consistency in Semi-Su... | 2022-08-21 | Code |
| 11 | LogicDiag (DeepLab v3+ with ResNet-101) | 76.7 | No | Logic-induced Diagnostic Reasoning for Semi-supe... | 2023-08-24 | - |
| 12 | PrevMatch (ResNet-50) | 75.4 | No | Revisiting and Maximizing Temporal Knowledge in ... | 2024-05-31 | Code |
| 13 | S4MC | 75.21 | No | Semi-Supervised Semantic Segmentation via Margin... | 2023-08-26 | Code |
| 14 | U2PL (DeepLab v3+ with ResNet-101) | 69.2 | No | Semi-Supervised Semantic Segmentation Using Unre... | 2022-03-08 | Code |
| 15 | CPS (DeepLab v3+ with ResNet-101) | 67.4 | No | Semi-Supervised Semantic Segmentation with Cross... | 2021-06-02 | Code |
| 16 | CPCL (DeepLab v3+ with ResNet-50) | 67.02 | No | Conservative-Progressive Collaborative Learning ... | 2022-11-30 | Code |