| Paper | Code | Validation mIoU | ModelName | ReleaseDate |
|---|---|---|---|---|
| UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation | ✓ Link | 60.4 | UniMatch V2 | 2024-10-14 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 55.4 | SemiVL | 2023-11-27 |
| AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation | ✓ Link | 49.56 | AllSpark | 2024-03-04 |
| Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation | 48.8 | LogicDiag | 2023-08-24 | |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 48.4 | PrevMatch | 2024-05-31 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | ✓ Link | 48.2 | UniMatch | 2022-08-21 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 47.98 | S4MC | 2023-08-26 |
| Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation | 43.7 | PC2Seg | 2021-08-20 | |
| PseudoSeg: Designing Pseudo Labels for Semantic Segmentation | ✓ Link | 41.8 | PseudoSeg | 2020-10-19 |