| UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation | ✓ Link | 90.8 | UniMatch V2 (DINOv2-B) | 2024-10-14 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 88.0 | SemiOVS (w/ SemiVL, ViT-B/16) | 2025-07-04 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 87.3 | SemiVL (ViT-B/16 | 2023-11-27 |
| SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance | ✓ Link | 84.0 | UniMatch (ViT-B/16) | 2023-11-27 |
| AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation | ✓ Link | 82.12 | AllSpark | 2024-03-04 |
| CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation | ✓ Link | 81.8 | CorrMatch (Deeplabv3+ with ResNet-101) | 2023-06-07 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 81.8 | SemiOVS (w/ UniMatch, ResNet-101) | 2025-07-04 |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 81.6 | PrevMatch (ResNet-101) | 2024-05-31 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 81.56 | S4MC | 2023-08-26 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | ✓ Link | 81.2 | UniMatch (DeepLab v3 with ResNet-101) | 2022-08-21 |
| Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation | ✓ Link | 80.01 | PS-MT
(DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference) | 2021-11-25 |
| Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels | ✓ Link | 79.5 | U2PL (DeepLab v3+ with ResNet-101) | 2022-03-08 |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 79.3 | PrevMatch (ResNet-50) | 2024-05-31 |
| Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation | ✓ Link | 78.08 | PS-MT
(DeepLab v3+ with ImageNet-pretrained ResNet-50, single scale inference) | 2021-11-25 |
| DMT: Dynamic Mutual Training for Semi-Supervised Learning | ✓ Link | 74.85 | DMT (DeepLab v2, ResNet-50) | 2020-04-18 |
| GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference | ✓ Link | 73.7 | GuidedMix-Net(DeepLab v2 with ResNet50, ImageNet pretrained) | 2021-06-29 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 0.7941 | S4MC (R50) | 2023-08-26 |