| Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation | ✓ Link | 77.7 | | | DCF | 2023-11-21 |
| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | ✓ Link | 75.9 | | | HRDA+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 |
| CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation | ✓ Link | 74.4 | | | HRDA + CLUDA | 2022-08-27 |
| HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation | ✓ Link | 73.8 | | | HRDA | 2022-04-27 |
| PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation | ✓ Link | 71.7 | | | DAFormer+PiPa | 2022-11-14 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 70.3 | | | SePiCo | 2022-04-19 |
| CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation | ✓ Link | 70.11 | | | DAFormer + CLUDA | 2022-08-27 |
| Context-Aware Mixup for Domain Adaptive Semantic Segmentation | ✓ Link | 70.0 | | | CAMix (w DAFormer) | 2021-08-08 |
| 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 |
| 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 |
| Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation | ✓ Link | 61.2 | | | BiSMAP | 2022-04-16 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 61.0 | | | SePiCo - DeepLabv2 | 2022-04-19 |
| Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation | ✓ Link | 60.8 | | | CPSL | 2022-03-18 |
| G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation | | 59.7 | | | G2L | 2022-09-07 |
| Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation | ✓ Link | 59.7 | | | CMFormer | 2023-07-01 |
| Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation | ✓ Link | 58.8 | | | EHTDI(ResNet-101) | 2022-08-12 |
| Cross-Region Domain Adaptation for Class-level Alignment | | 58.6 | | | ProDA + CRA | 2021-09-14 |
| Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation | ✓ Link | 58.2 | | | MFA(with knowledge distillation) | 2021-12-01 |
| Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation | ✓ Link | 57.5 | | | ProDA(with knowledge distillation) | 2021-01-26 |
| ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA | ✓ Link | 57.3 | | | ELDA | 2022-11-16 |
| Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation | ✓ Link | 56.6 | | | CorDA | 2021-04-28 |
| Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation | ✓ Link | 56.3 | | | AdaptSeg + HIAST | 2023-02-14 |
| Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization | | 56.1 | | | Coarse-to-Fine | 2021-03-24 |
| Context-Aware Mixup for Domain Adaptive Semantic Segmentation | ✓ Link | 55.2 | | | CAMix (w Deeplabv2 ResNet101) | 2021-08-08 |
| DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation | ✓ Link | 55.0 | | | DSP | 2021-07-20 |
| Pixel-level Intra-domain Adaptation for Semantic Segmentation | | 54.2 | | | PixIntraDA | 2021-10-17 |
| Self-supervised Augmentation Consistency for Adapting Semantic Segmentation | ✓ Link | 53.8 | | | SAC | 2021-04-30 |
| Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization | ✓ Link | 53.5 | | | RCCR | 2021-10-11 |
| Dual Path Learning for Domain Adaptation of Semantic Segmentation | ✓ Link | 53.3 | | | DPL-Dual | 2021-08-13 |
| TridentAdapt: Learning Domain-invariance via Source-Target Confrontation and Self-induced Cross-domain Augmentation | ✓ Link | 53.3 | | | TridentAdapt | 2021-11-30 |
| Unsupervised Domain Adaptation for Semantic Segmentation via Low-level Edge Information Transfer | | 52.8 | | | LEIT | 2021-09-18 |
| DACS: Domain Adaptation via Cross-domain Mixed Sampling | ✓ Link | 52.14 | | | DACS | 2020-07-17 |
| MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation | ✓ Link | 52.1 | | | MetaCorrection | 2021-03-09 |
| SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning | ✓ Link | 52.1 | | | SPCL | 2021-11-24 |
| Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation | | 51.66 | | | ITEN | 2021-07-13 |
| Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation | | 51.6 | | | CLST | 2021-05-05 |
| Instance Adaptive Self-Training for Unsupervised Domain Adaptation | ✓ Link | 51.5 | | | IAST | 2020-08-27 |
| Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification | ✓ Link | 51.5 | | | pAdaIN | 2020-10-09 |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | ✓ Link | 50.9 | | | Uncertainty + Adaboost | 2021-03-29 |
| PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training | ✓ Link | 50.3 | | | PixMatch | 2021-05-17 |
| Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation | ✓ Link | 50.3 | | | MRNet+Rectifying Label | 2020-03-08 |
| Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation | ✓ Link | 50.2 | | | CAG-UDA | 2019-10-29 |
| Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation | ✓ Link | 50.1 | | | FADA | 2020-07-17 |
| Content-Consistent Matching for Domain Adaptive Semantic Segmentation | ✓ Link | 49.9 | | | CCM | |
| Confidence Regularized Self-Training | ✓ Link | 49.8 | | | CRST(MRKLD-SP-MST) | 2019-08-26 |
| MLSL: Multi-Level Self-Supervised Learning for Domain Adaptation with Spatially Independent and Semantically Consistent Labeling | ✓ Link | 49 | | | MLSL(SISC-PWL) | 2019-09-30 |
| Bidirectional Learning for Domain Adaptation of Semantic Segmentation | ✓ Link | 48.5 | | | BDL | 2019-04-24 |
| Unsupervised Scene Adaptation with Memory Regularization in vivo | ✓ Link | 48.3 | | | MRNet | 2019-12-24 |
| Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach | ✓ Link | 48 | | | PyCDA | 2019-08-26 |
| Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation | ✓ Link | 47.8 | | | PLCA | 2020-10-31 |
| Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training | ✓ Link | 47.0 | | | CBST-SP(MST) | 2018-10-18 |
| Domain Adaptation for Structured Output via Discriminative Patch Representations | ✓ Link | 46.5 | | | Discriminative Patch | 2019-01-16 |
| Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision | ✓ Link | 46.3 | | | IntraDA | 2020-04-16 |
| ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation | ✓ Link | 45.5 | | | AdvEnt(with MinEnt) | 2018-11-30 |
| All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation | ✓ Link | 45.4 | | | DISE | 2019-03-26 |
| Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation | ✓ Link | 44.5 | | | SWD | 2019-03-10 |
| Diverse Image-to-Image Translation via Disentangled Representations | ✓ Link | 43.2 | | | Domain adaptation | 2018-08-02 |
| Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation | ✓ Link | 43.2 | | | CLAN | 2018-09-25 |
| Learning to Adapt Structured Output Space for Semantic Segmentation | ✓ Link | 42.4 | | | AdaptSegNet(multi-level) | 2018-02-28 |
| Unsupervised Domain Adaptation through Self-Supervision | ✓ Link | 41.2 | | | UDA-SA + CyCADA | 2019-09-26 |
| Light-weight Calibrator: a Separable Component for Unsupervised Domain Adaptation | ✓ Link | 40.5 | | | Light-weight Calibrator | 2019-11-28 |
| CyCADA: Cycle-Consistent Adversarial Domain Adaptation | ✓ Link | 39.5 | 82.3% | 72.4 | CyCADA pixel+feat | 2017-11-08 |
| ROAD: Reality Oriented Adaptation for Semantic Segmentation of Urban Scenes | | 39.4 | | | ROAD | 2017-11-30 |
| Switchable Whitening for Deep Representation Learning | ✓ Link | 35.7 | | | AdaptSetNet-SWa | 2019-04-22 |
| CyCADA: Cycle-Consistent Adversarial Domain Adaptation | ✓ Link | 34.8 | | | CyCADA pixel-only | 2017-11-08 |
| A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes | ✓ Link | 31.4 | | | superpixel + color constancy | 2018-12-24 |
| Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes | ✓ Link | 28.9 | | | CDA | 2017-07-29 |
| FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation | ✓ Link | 27.1 | | | FCNs in the wild | 2016-12-08 |