| Paper | Code | Validation mIoU | ModelName | ReleaseDate |
|---|---|---|---|---|
| UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation | ✓ Link | 55.8 | UniMatch V2 | 2024-10-14 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 52.8 | SemiVL | 2023-11-27 |
| AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation | ✓ Link | 41.65 | AllSpark | 2024-03-04 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 40.4 | S4MC | 2023-08-26 |
| Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation | 40.3 | LogicDiag | 2023-08-24 | |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 40.2 | PrevMatch | 2024-05-31 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | ✓ Link | 38.9 | UniMatch | 2022-08-21 |
| Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation | 37.5 | PC2Seg | 2021-08-20 | |
| PseudoSeg: Designing Pseudo Labels for Semantic Segmentation | ✓ Link | 37.1 | PseuodSeg | 2020-10-19 |