| UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation | ✓ Link | 90.0 | UniMatch V2 (DINOv2-B) | 2024-10-14 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 87.9 | SemiOVS (w/ SemiVL, ViT-B/16) | 2025-07-04 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 86.7 | SemiVL (ViT-B/16) | 2023-11-27 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 83.3 | UniMatch (ViT-B/16) | 2023-11-27 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 81.7 | SemiOVS (w/ UniMatch, ResNet-101) | 2025-07-04 |
| AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation | ✓ Link | 80.75 | AllSpark | 2024-03-04 |
| CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation | ✓ Link | 80.6 | CorrMatch (Deeplabv3+ with ResNet-101) | 2023-06-07 |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 80.4 | PrevMatch (ResNet-101) | 2024-05-31 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 80.12 | S4MC | 2023-08-26 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | ✓ Link | 79.90 | UniMatch (DeepLab v3+ with ResNet-101) | 2022-08-21 |
| Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation | | 79.4 | LogicDiag (DeepLab v3+ with ResNet-101) | 2023-08-24 |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 78.6 | PrevMatch (ResNet-50) | 2024-05-31 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 77.83 | S4MC (R50) | 2023-08-26 |
| Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels | ✓ Link | 76.2 | U2PL (DeepLab v3+ with ResNet-101) | 2022-03-08 |
| Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision | ✓ Link | 75.9 | CPS (DeepLab v3+ with ResNet-101) | 2021-06-02 |
| Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation | ✓ Link | 74.25 | CPCL (DeepLab v3+ with ResNet-50) | 2022-11-30 |