Open Domain Generalization on PACS
99.53AccuracyODG-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPArchitecture=CLIP-based2024.03 | 99.53 | 99.7 | |
| CLIPN + STYLIPArchitecture=CLIP-based, Prompt learning=STYLIP, Encoder=CLIPN2024.03 | 96.37 | 64.46 | |
| CLIPNArchitecture=CLIP-based2024.03 | 96.24 | 45 | |
| STYLIPArchitecture=CLIP-based2024.03 | 95.36 | 50.74 | |
| CLIPArchitecture=CLIP-based2024.03 | 95.16 | 76.77 | |
| PromptSRCArchitecture=CLIP-based2024.03 | 94.53 | 43.32 | |
| MaPLeArchitecture=CLIP-based2024.03 | 93.97 | 48.47 | |
| CLIP + OpenMaxArchitecture=CLIP-based, OSR Technique=OpenMax2024.03 | 93.45 | 79.13 | |
| PromptSRC + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 93.21 | 87.95 | |
| CLIP + OSDAArchitecture=CLIP-based, DA Method=OSDA-BP2024.03 | 92.62 | 75.4 | |
| STYLIP + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 91.78 | 87.42 | |
| MaPLe + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 91.47 | 82.6 | |
| MEDICArchitecture=CNN-based2024.03 | 89.81 | 83.03 | |
| LASPArchitecture=CLIP-based2024.03 | 88.45 | 30.37 | |
| CoCoOpArchitecture=CLIP-based2024.03 | 85.76 | 32.93 | |
| CoOpArchitecture=CLIP-based2024.03 | 78.77 | 26.87 | |
| DAMLArchitecture=CNN-based2024.03 | 65.49 | 51.88 | |
| MixStyleArchitecture=CNN-based2024.03 | 63.35 | 48.3 | |
| CumixArchitecture=CNN-based2024.03 | 57.85 | 41.05 |