| Segmenting Visuals With Querying Words: Language Anchors For Semi-Supervised Image Segmentation | | 90.1 | HVLFormer (SigLIP2) | 2025-06-16 |
| Segmenting Visuals With Querying Words: Language Anchors For Semi-Supervised Image Segmentation | | 88.8 | HVLFormer (ViT-B) | 2025-06-16 |
| UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation | ✓ Link | 87.9 | UniMatch V2 (DINOv2-B) | 2024-10-14 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 87.3 | SemiOVS (w/ SemiVL, ViT-B/16) | 2025-07-04 |
| Segmenting Visuals With Querying Words: Language Anchors For Semi-Supervised Image Segmentation | | 86.2 | HVLFormer (EVA02-S) | 2025-06-16 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 85.6 | SemiVL (ViT-B/16) | 2023-11-27 |
| ConformalSAM: Unlocking the Potential of Foundational Segmentation Models in Semi-Supervised Semantic Segmentation with Conformal Prediction | | 82.22 | ConformalSAM | 2025-07-21 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 81.3 | SemiOVS (w/ UniMatch, ResNet-101) | 2025-07-04 |
| ConformalSAM: Unlocking the Potential of Foundational Segmentation Models in Semi-Supervised Semantic Segmentation with Conformal Prediction | | 81.29 | ConformalSAM(AllSpark) | 2025-07-21 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 80.1 | UniMatch (ViT-B/16) | 2023-11-27 |
| When Confidence Fails: Revisiting Pseudo-Label Selection in Semi-supervised Semantic Segmentation | ✓ Link | 79.6 | CSL | 2025-09-20 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 78.7 | SemiOVS (w/ UniMatch, ResNet-50) | 2025-07-04 |
| Semi-Supervised Semantic Segmentation via Derivative Label Propagation | | 78.7 | DerProp | 2025-08-04 |
| CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation | ✓ Link | 78.5 | CorrMatch (Deeplabv3+ with ResNet-101) | 2023-06-07 |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 78.5 | PrevMatch (ResNet-101) | 2024-05-31 |
| AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation | ✓ Link | 78.41 | AllSpark | 2024-03-04 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | ✓ Link | 77.20 | UniMatch (DeepLab v3+ with ResNet-101) | 2022-08-21 |
| Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation | | 76.7 | LogicDiag (DeepLab v3+ with ResNet-101) | 2023-08-24 |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 75.4 | PrevMatch (ResNet-50) | 2024-05-31 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 75.21 | S4MC | 2023-08-26 |
| Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels | ✓ Link | 69.2 | U2PL (DeepLab v3+ with ResNet-101) | 2022-03-08 |
| Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision | ✓ Link | 67.4 | CPS (DeepLab v3+ with ResNet-101) | 2021-06-02 |
| Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation | ✓ Link | 67.02 | CPCL (DeepLab v3+ with ResNet-50) | 2022-11-30 |