Paper | Code | Mean IoU | ModelName | ReleaseDate |
---|---|---|---|---|
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 |
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 |
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 |
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation | ✓ Link | 59.3 | TransDA-B | 2022-03-15 |