| Dual form Complementary Masking for Domain-Adaptive Image Segmentation | | 76.7 | | | | MaskTwins | 2025-07-16 |
| Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation | ✓ Link | 75.9 | 69.3 | 69.3 | | DCF | 2023-11-21 |
| Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs | ✓ Link | 75.9 | 68.8 | | 67.4 | MIC+CSI | 2024-08-05 |
| PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation | ✓ Link | 74.8 | | | | HRDA + PiPa | 2022-11-14 |
| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | ✓ Link | 74.0 | 67.3 | | | MIC | 2022-12-02 |
| HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation | ✓ Link | 72.4 | 65.8 | | | HRDA | 2022-04-27 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 71.4 | | | | SePiCo | 2022-04-19 |
| Dual-level Interaction for Domain Adaptive Semantic Segmentation | ✓ Link | 70.1 | 63.3 | 63.3 | | DIDA | 2023-07-16 |
| ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer | ✓ Link | 68.2 | | | | DAFormer + ProCST | 2022-04-25 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | ✓ Link | 68.1 | | 59.6 | | Sepico + HIAST | 2023-02-14 |
| DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation | ✓ Link | 67.4 | 60.9 | | | DAFormer | 2021-11-29 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 66.5 | | | | SePiCo (DeepLabv2 ResNet-101) | 2022-04-19 |
| Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation | ✓ Link | 66.3 | | | | TransDA-B | 2022-03-15 |
| G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation | | 64.4 | 56.8 | | | G2L | 2022-09-07 |
| A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment | | 61.4 | 54.5 | | | FAFS | 2022-09-13 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | ✓ Link | 60.3 | | 53.5 | | AdaptSeg + HIAST | 2023-02-14 |
| Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation | ✓ Link | 59.95 | 52.58 | | | Re-EnD-UDA | 2021-04-29 |
| Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation | ✓ Link | 59.6 | | | | ProCA(ResNet-101) | 2022-07-14 |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | ✓ Link | 57.5 | 50.4 | | | Uncertainty + Adaboost | 2021-03-29 |
| Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation | ✓ Link | 54.9 | 47.9 | | | Uncertainty | 2020-03-08 |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | ✓ Link | 52.9 | 45.9 | | | MRNet + Adaboost | 2021-03-29 |
| Unsupervised Scene Adaptation with Memory Regularization in vivo | ✓ Link | 50.2 | 43.2 | | | MRNet | 2019-12-24 |
| CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation | ✓ Link | | 67.2 | | | CLUDA+HRDA | 2022-08-27 |
| Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs | ✓ Link | | 61.4 | | 60 | DAFormer+CSI | 2024-08-05 |