10-shot image generation on GTAV-to-Cityscapes Labels
Metric: mIoU (higher is better)
Metric: mIoU (higher is better)
| # | Model↕ | mIoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MIC | 75.9 | No | MIC: Masked Image Consistency for Context-Enhanc... | 2022-12-02 | Code |
| 2 | HRDA + PiPa | 75.6 | No | PiPa: Pixel- and Patch-wise Self-supervised Lear... | 2022-11-14 | Code |
| 3 | HRDA | 73.8 | No | HRDA: Context-Aware High-Resolution Domain-Adapt... | 2022-04-27 | Code |
| 4 | SePiCo | 70.3 | No | SePiCo: Semantic-Guided Pixel Contrast for Domai... | 2022-04-19 | Code |
| 5 | DAFormer + ProCST | 69.4 | Yes | ProCST: Boosting Semantic Segmentation Using Pro... | 2022-04-25 | Code |
| 6 | DAFormer | 68.3 | No | DAFormer: Improving Network Architectures and Tr... | 2021-11-29 | Code |
| 7 | TransDA-B | 63.9 | No | Smoothing Matters: Momentum Transformer for Doma... | 2022-03-15 | Code |
| 8 | G2L | 59.7 | No | - | - | - |
| 9 | ProDA+CRA | 58.6 | No | Cross-Region Domain Adaptation for Class-level A... | 2021-09-14 | - |
| 10 | ProDA | 57.5 | No | Prototypical Pseudo Label Denoising and Target S... | 2021-01-26 | Code |
| 11 | CMFormer | 55.3 | No | Learning Content-enhanced Mask Transformer for D... | 2023-07-01 | Code |
| 12 | CCM | 49.9 | No | - | - | Code |