Domain Adaptation 벤치마크
Domain Adaptation on Cityscapes-to-FoggyDriving
mIoU
- 2019-01-05 — CMAda3+: mIoU 49.8
- 2022-01-07 — FogAdapt+: mIoU 53.4
- 2024-02-28 — BWG: mIoU 54.2
- 2024-03-26 — CoDA: mIoU 61.0
| Rank | Model | mIoU | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | CoDA | 61.0 | CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning | Cuzyoung/CoDA | 2024 |
| 2 | BWG | 54.2 | Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet Guidance | BiQiWHU/BWG | 2024 |
| 3 | FogAdapt+ | 53.4 | FogAdapt: Self-Supervised Domain Adaptation for Semantic Segmentation of Foggy Images | 2022 | |
| 4 | FIFO | 50.7 | FIFO: Learning Fog-invariant Features for Foggy Scene Segmentation | sohyun-l/fifo · sohyun-l/ExLPose | 2022 |
| 5 | CMAda3+ | 49.8 | Curriculum Model Adaptation with Synthetic and Real Data for Semantic Foggy Scene Understanding | sohyun-l/fifo | 2019 |