| Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation | ✓ Link | 69.3 | 75.9 | DCF | 2023-11-21 |
| PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation | ✓ Link | 68.2 | 74.8 | HRDA+PiPa | 2022-11-14 |
| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | ✓ Link | 67.3 | 74.0 | MIC | 2022-12-02 |
| CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation | ✓ Link | 67.2 | | CLUDA+HRDA | 2022-08-27 |
| HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation | ✓ Link | 65.8 | 72.4 | HRDA | 2022-04-27 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 64.3 | 71.4 | SePiCo | 2022-04-19 |
| ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer | ✓ Link | 61.6 | | DAFormer + ProCST | 2022-04-25 |
| Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation | ✓ Link | 61.3 | 69.2 | EHTDI* | 2022-08-12 |
| DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation | ✓ Link | 60.9 | 67.4 | DAFormer | 2021-11-29 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | ✓ Link | 59.6 | 68.1 | Sepico + HIAST | 2023-02-14 |
| Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation | ✓ Link | 59.3 | 66.3 | TransDA-B | 2022-03-15 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 58.1 | 66.5 | SePiCo (ResNet-101) | 2022-04-19 |
| Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation | ✓ Link | 57.8 | 64.6 | EHTDI | 2022-08-12 |
| Cross-Region Domain Adaptation for Class-level Alignment | | 56.9 | 63.7 | ProDA+CRA | 2021-09-14 |
| G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation | | 56.8 | 64.4 | G2L | 2022-09-07 |
| Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation | ✓ Link | 55.5 | 62.0 | ProDA(ResNet-101) | 2021-01-26 |
| Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation | ✓ Link | 55.0 | 62.8 | CorDA(ResNet-101) | 2021-04-28 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | ✓ Link | 53.5 | 60.3 | AdaptSeg + HIAST | 2023-02-14 |
| Self-supervised Augmentation Consistency for Adapting Semantic Segmentation | ✓ Link | 52.6 | 59.3 | SAC(ResNet-101) | 2021-04-30 |
| DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation | ✓ Link | 51.0 | 59.9 | DSP(ResNet-101) | 2021-07-20 |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | ✓ Link | 50.4 | 57.5 | Uncertainty + Adaboost (ResNet-101) | 2021-03-29 |
| Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation | | 49.8 | 57.8 | CLST(ResNet-101) | 2021-05-05 |
| Instance Adaptive Self-Training for Unsupervised Domain Adaptation | ✓ Link | 49.8 | 57.0 | IAST(ResNet-101) | 2020-08-27 |
| DACS: Domain Adaptation via Cross-domain Mixed Sampling | ✓ Link | 48.34 | 54.81 | DACS(ResNet-101) | 2020-07-17 |
| Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization | | 48.2 | 55.5 | Coarse-to-Fine(ResNet-101) | 2021-03-24 |
| Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation | ✓ Link | 47.9 | 54.9 | MRNet+Rectifying Label(ResNet-101) | 2020-03-08 |
| Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation | ✓ Link | 46.8 | 54.0 | PLCA (ResNet-101) | 2020-10-31 |
| Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation | | 46.45 | | ITEN | 2021-07-13 |
| PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training | ✓ Link | 46.1 | 54.5 | PixMatch(ResNet-101) | 2021-05-17 |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | ✓ Link | 45.9 | 52.9 | MRNet + Adaboost (ResNet-101) | 2021-03-29 |
| Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation | ✓ Link | 45.2 | 52.5 | FADA(ResNet-101) | 2020-07-17 |
| MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation | ✓ Link | 45.1 | 52.5 | MetaCorrection(ResNet-101) | 2021-03-09 |
| Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation | ✓ Link | 44.5 | 52.6 | CAG-UDA | 2019-10-29 |
| Context-Aware Mixup for Domain Adaptive Semantic Segmentation | ✓ Link | | 69.2 | CAMix (w DAFormer) | 2021-08-08 |
| Context-Aware Mixup for Domain Adaptive Semantic Segmentation | ✓ Link | | 59.7 | CAMix (ResNet 101) | 2021-08-08 |
| Unsupervised Scene Adaptation with Memory Regularization in vivo | ✓ Link | | 53.8 | MRNet(ResNet-101) | 2019-12-24 |
| Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation | ✓ Link | | 47.8 | CLAN | 2018-09-25 |
| Learning to Adapt Structured Output Space for Semantic Segmentation | ✓ Link | | 46.7 | AdaptSegNet(Multi-level) | 2018-02-28 |