| Hyperbolic Active Learning for Semantic Segmentation under Domain Shift | ✓ Link | 78.1 | Yes | HALO | 2023-06-19 |
| Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation | ✓ Link | 76.6 | Yes | ILM-ASSL | 2023-01-31 |
| Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation | ✓ Link | 69.3 | | DCF | 2023-11-21 |
| PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation | ✓ Link | 68.2 | | HRDA+PiPa | 2022-11-14 |
| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | ✓ Link | 67.3 | | MIC | 2022-12-02 |
| FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding | ✓ Link | 67 | | FREDOM - Transformer | 2023-04-04 |
| HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation | ✓ Link | 65.8 | | HRDA | 2022-04-27 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 64.3 | | SePiCo | 2022-04-19 |
| Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation | ✓ Link | 63.8 | | MIC + Guidance Training | 2024-03-22 |
| ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer | ✓ Link | 61.6 | | DAFormer + ProCST | 2022-04-25 |
| DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation | ✓ Link | 60.9 | | DAFormer | 2021-11-29 |
| Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation | ✓ Link | 60.1 | | GtA-SFDA (DeepLabv2-ResNet101) | 2021-08-25 |
| FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding | ✓ Link | 59.1 | | FREDOM - DeepLabV2 | 2023-04-04 |
| SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation | ✓ Link | 58.1 | | SePiCo (DeepLabv2-ResNet-101) | 2022-04-19 |
| Cross-Region Domain Adaptation for Class-level Alignment | | 56.9 | | ProDA+CRA | 2021-09-14 |
| Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation | ✓ Link | 55.0 | | CorDA (ResNet-101) | 2021-04-28 |
| Self-supervised Augmentation Consistency for Adapting Semantic Segmentation | ✓ Link | 52.6 | | SAC (ResNet-101) | 2021-04-30 |
| Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation | ✓ Link | 51.8 | | STPL | 2023-03-25 |
| Transferring and Regularizing Prediction for Semantic Segmentation | | 51.2 | | RPT (ResNet-101) | 2020-06-11 |
| Instance Adaptive Self-Training for Unsupervised Domain Adaptation | ✓ Link | 49.8 | | IAST (ResNet-101) | 2020-08-27 |
| Self-supervised Augmentation Consistency for Adapting Semantic Segmentation | ✓ Link | 49.1 | | SAC (VGG-16) | 2021-04-30 |
| Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach | ✓ Link | 46.7 | | PyCDA (ResNet-101) | 2019-08-26 |
| BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation | ✓ Link | 46.2 | | BiMaL | 2021-08-06 |
| Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation | ✓ Link | 45.2 | | FADA (ResNet-101) | 2020-07-17 |
| Cross-Domain Semantic Segmentation via Domain-Invariant Interactive Relation Transfer | | 44.0 | | PIT (ResNet-101) | 2020-06-01 |
| Semantically Adaptive Image-to-image Translation for Domain Adaptation of Semantic Segmentation | | 41.5 | | SA-I2I (VGG-16) | 2020-09-02 |
| ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation | ✓ Link | 41.2 | | ADVENT (ResNet-101) | 2018-11-30 |
| Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation | | 41.1 | | LDR (VGG-16) | 2020-03-10 |
| Context-Aware Domain Adaptation in Semantic Segmentation | | 40.8 | | CD-AM (VGG-16) | 2020-03-09 |
| FDA: Fourier Domain Adaptation for Semantic Segmentation | ✓ Link | 40.5 | | FDA (VGG-16) | 2020-04-11 |
| Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation | ✓ Link | 39.5 | | FADA (VGG-16) | 2020-07-17 |
| Cross-Domain Semantic Segmentation via Domain-Invariant Interactive Relation Transfer | | 38.1 | | PIT (VGG-16) | 2020-06-01 |
| Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach | ✓ Link | 35.9 | | PyCDA (VGG-16) | 2019-08-26 |