| Hyperbolic Active Learning for Semantic Segmentation under Domain Shift | ✓ Link | 77.8 | HALO | 2023-06-19 |
| Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation | ✓ Link | 77.7 | DCF | 2023-11-21 |
| Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation | ✓ Link | 76.1 | ILM-ASSL | 2023-01-31 |
| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | ✓ Link | 75.9 | MIC | 2022-12-02 |
| PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation | ✓ Link | 75.6 | HRDA+PiPa | 2022-11-14 |
| HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation | ✓ Link | 73.8 | HRDA | 2022-04-27 |
| FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding | ✓ Link | 73.6 | FREDOM - Transformer | 2023-04-04 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 70.3 | SePiCo | 2022-04-19 |
| ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer | ✓ Link | 69.4 | DAFormer + ProCST | 2022-04-25 |
| DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation | ✓ Link | 68.3 | DAFormer | 2021-11-29 |
| Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation | ✓ Link | 67.0 | MIC + Guidance Training | 2024-03-22 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | ✓ Link | 64.1 | Sepico + HIAST | 2023-02-14 |
| Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation | ✓ Link | 63.9 | TransDA-B | 2022-03-15 |
| Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation | ✓ Link | 62.7 | DDB | 2022-09-16 |
| Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation | ✓ Link | 62.0 | EHTDI* | 2022-08-12 |
| FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding | ✓ Link | 61.3 | FREDOM - DeepLabV2 | 2023-04-04 |
| Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation | ✓ Link | 61.2 | BiSMAP | 2022-04-16 |
| G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation | | 59.7 | G2L | 2022-09-07 |
| A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment | | 58.8 | FAFS | 2022-09-13 |
| Cross-Region Domain Adaptation for Class-level Alignment | | 58.6 | ProDA+CRA | 2021-09-14 |
| Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation | ✓ Link | 57.5 | ProDA | 2021-01-26 |
| Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation | ✓ Link | 56.3 | ProCA | 2022-07-14 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | ✓ Link | 56.3 | AdaptSeg + HIAST | 2023-02-14 |
| Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation | ✓ Link | 53.4 | GtA-SFDA (DeepLabv2-ResNet101) | 2021-08-25 |
| Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation | ✓ Link | 50.3 | MRNet + Rectifying Label | 2020-03-08 |
| Content-Consistent Matching for Domain Adaptive Semantic Segmentation | ✓ Link | 49.9 | CCM | |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | ✓ Link | 49.0 | MRNet + Adaboost | 2021-03-29 |
| Unsupervised Scene Adaptation with Memory Regularization in vivo | ✓ Link | 48.3 | MRNet | 2019-12-24 |