Metric: Validation mIoU (higher is better)
| # | Model↕ | Validation mIoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | UniMatch V2 (DINOv2-B) | 90.8 | No | UniMatch V2: Pushing the Limit of Semi-Supervise... | 2024-10-14 | Code |
| 2 | SemiOVS (w/ SemiVL, ViT-B/16) | 88 | Yes | - | - | Code |
| 3 | SemiVL (ViT-B/16 | 87.3 | No | SemiVL: Semi-Supervised Semantic Segmentation wi... | 2023-11-27 | Code |
| 4 | UniMatch (ViT-B/16) | 84 | No | SemiVL: Semi-Supervised Semantic Segmentation wi... | 2023-11-27 | Code |
| 5 | AllSpark | 82.12 | No | AllSpark: Reborn Labeled Features from Unlabeled... | 2024-03-04 | Code |
| 6 | CorrMatch (Deeplabv3+ with ResNet-101) | 81.8 | No | CorrMatch: Label Propagation via Correlation Mat... | 2023-06-07 | Code |
| 7 | SemiOVS (w/ UniMatch, ResNet-101) | 81.8 | Yes | - | - | Code |
| 8 | PrevMatch (ResNet-101) | 81.6 | No | Revisiting and Maximizing Temporal Knowledge in ... | 2024-05-31 | Code |
| 9 | S4MC | 81.56 | No | Semi-Supervised Semantic Segmentation via Margin... | 2023-08-26 | Code |
| 10 | UniMatch (DeepLab v3 with ResNet-101) | 81.2 | No | Revisiting Weak-to-Strong Consistency in Semi-Su... | 2022-08-21 | Code |
| 11 | PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference) | 80.01 | No | Perturbed and Strict Mean Teachers for Semi-supe... | 2021-11-25 | Code |
| 12 | U2PL (DeepLab v3+ with ResNet-101) | 79.5 | No | Semi-Supervised Semantic Segmentation Using Unre... | 2022-03-08 | Code |
| 13 | PrevMatch (ResNet-50) | 79.3 | No | Revisiting and Maximizing Temporal Knowledge in ... | 2024-05-31 | Code |
| 14 | PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-50, single scale inference) | 78.08 | No | Perturbed and Strict Mean Teachers for Semi-supe... | 2021-11-25 | Code |
| 15 | DMT (DeepLab v2, ResNet-50) | 74.85 | No | DMT: Dynamic Mutual Training for Semi-Supervised... | 2020-04-18 | Code |
| 16 | GuidedMix-Net(DeepLab v2 with ResNet50, ImageNet pretrained) | 73.7 | No | GuidedMix-Net: Learning to Improve Pseudo Masks ... | 2021-06-29 | Code |
| 17 | S4MC (R50) | 0.7941 | No | Semi-Supervised Semantic Segmentation via Margin... | 2023-08-26 | Code |