| 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 | MIC | 2022-12-02 |
| HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation | ✓ Link | 72.4 | HRDA | 2022-04-27 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 71.4 | SePiCo | 2022-04-19 |
| Context-Aware Mixup for Domain Adaptive Semantic Segmentation | ✓ Link | 69.2 | CAMix (w DAFormer) | 2021-08-08 |
| ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer | ✓ Link | 68.2 | DAFormer + ProCST | 2022-04-25 |
| DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation | ✓ Link | 67.4 | DAFormer | 2021-11-29 |
| Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation | ✓ Link | 66.3 | TransDA-B | 2022-03-15 |
| Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation | ✓ Link | 65.3 | CPSL | 2022-03-18 |
| Cross-Region Domain Adaptation for Class-level Alignment | | 63.7 | ProDA+CRA | 2021-09-14 |
| Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation | ✓ Link | 62.0 | ProDA | 2021-01-26 |
| Context-Aware Mixup for Domain Adaptive Semantic Segmentation | ✓ Link | 59.7 | CAMix (w Deeplabv2 ResNet 101) | 2021-08-08 |
| Instance Adaptive Self-Training for Unsupervised Domain Adaptation | ✓ Link | 57.0 | IAST(ResNet-101) | 2020-08-27 |
| Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach | ✓ Link | 53.3 | PyCDA (ResNet-101) | 2019-08-26 |
| Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation | ✓ Link | 52.5 | FADA (ResNet-101) | 2020-07-17 |
| Bidirectional Learning for Domain Adaptation of Semantic Segmentation | ✓ Link | 51.4 | Bidirectional Learning (ResNet-101) | 2019-04-24 |
| DADA: Depth-aware Domain Adaptation in Semantic Segmentation | ✓ Link | 49.8 | DADA (ResNet-101) | 2019-04-03 |
| Confidence Regularized Self-Training | ✓ Link | 48.7 | LRENT (DeepLabv2) | 2019-08-26 |
| Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation | ✓ Link | 48.1 | SWD | 2019-03-10 |
| ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation | ✓ Link | 48 | ADVENT | 2018-11-30 |
| Learning to Adapt Structured Output Space for Semantic Segmentation | ✓ Link | 46.7 | Multi-level Adaptation | 2018-02-28 |
| Domain Adaptation for Structured Output via Discriminative Patch Representations | ✓ Link | 46.5 | Discriminative Patch (ResNet-101) | 2019-01-16 |
| Learning to Adapt Structured Output Space for Semantic Segmentation | ✓ Link | 45.9 | Single-level Adaptation | 2018-02-28 |
| Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation | ✓ Link | 44.5 | CAG-UDA | 2019-10-29 |
| All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation | ✓ Link | 41.5 | Domain Invariant Structure Extraction | 2019-03-26 |
| A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes | ✓ Link | 29.7 | superpixel + color constancy | 2018-12-24 |
| Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes | ✓ Link | 29.0 | CDA | 2017-07-29 |
| FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation | ✓ Link | 20.2 | FCNs in the wild | 2016-12-08 |