| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 82.0 | SemiOVS (w/ PrevMatch, ResNet-101) | 2025-07-04 |
| AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation | ✓ Link | 81.65 | AllSpark | 2024-03-04 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | ✓ Link | 81.5 | SemiOVS (w/ UniMatch, ResNet-101) | 2025-07-04 |
| Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | ✓ Link | 81.4 | PrevMatch (ResNet-101) | 2024-05-31 |
| CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation | ✓ Link | 81.3 | CorrMatch (Deeplabv3+ with ResNet-101) | 2023-06-07 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | ✓ Link | 80.94 | UniMatch (DeepLab v3+ with ResNet-101) | 2022-08-21 |
| Semi-Supervised Semantic Segmentation via Marginal Contextual Information | ✓ Link | 78.84 | S4MC | 2023-08-26 |
| Switching Temporary Teachers for Semi-Supervised Semantic Segmentation | ✓ Link | 78.82 | Dual Teacher | 2023-09-21 |
| Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization | ✓ Link | 78.6 | PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K) | 2022-10-10 |
| Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels | ✓ Link | 77.21 | U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, CutMix) | 2022-03-08 |
| Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning | ✓ Link | 77.2 | AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K) | 2021-10-11 |
| FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation | ✓ Link | 76.4 | FARCLUSS | 2025-06-11 |
| n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation | | 75.86 | n-CPS (ResNet-101) | 2021-12-14 |
| Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation | ✓ Link | 73.44 | CPCL (DeepLab v3+ with ResNet-101) | 2022-11-30 |
| n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation | | 72.03 | n-CPS (ResNet-50) | 2021-12-14 |
| Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation | ✓ Link | 71.66 | CPCL (DeepLab v3+ with ResNet-50) | 2022-11-30 |
| Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic Segmentation | ✓ Link | 71.35 | PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K) | 2022-08-02 |
| Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks | ✓ Link | 54.85 | Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval) | 2022-10-18 |
| Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks | ✓ Link | 52.15 | Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval) | 2022-10-18 |