Metric: mIoU (higher is better)
| # | Model↕ | mIoU▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CLUDA+HRDA | 74.4 | No | CLUDA : Contrastive Learning in Unsupervised Dom... | 2022-08-27 | Code |
| 2 | tqdm (EVA02-CLIP-L) | 68.88 | No | Textual Query-Driven Mask Transformer for Domain... | 2024-07-12 | Code |
| 3 | ADSI | 67.75 | No | Domain Generalization through Attenuation of Dom... | 2025-04-09 | Code |
| 4 | Rein | 66.4 | No | Stronger, Fewer, & Superior: Harnessing Vision F... | 2023-12-07 | Code |
| 5 | VLTSeg (EVA02-CLIP-L) | 65.6 | No | Strong but simple: A Baseline for Domain General... | 2023-12-04 | Code |
| 6 | DIFF | 58.01 | No | Diffusion Features to Bridge Domain Gap for Sema... | 2024-06-02 | Code |
| 7 | CMFormer | 55.31 | No | Learning Content-enhanced Mask Transformer for D... | 2023-07-01 | Code |
| 8 | Self-adaptation (ResNet - 101) | 46.99 | No | Semantic Self-adaptation: Enhancing Generalizati... | 2022-08-10 | Code |
| 9 | GtA-SFDA Source-Only (DeepLabv2-ResNet101) | 43.5 | No | Generalize then Adapt: Source-Free Domain Adapti... | 2021-08-25 | Code |