Open Domain Generalization on Multi-Dataset
84.6AccuracyODG-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPArchitecture=CLIP-based2024.03 | 84.6 | 90 | |
| STYLIPArchitecture=CLIP-based2024.03 | 79.88 | 71.99 | |
| STYLIP + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 79.05 | 78.52 | |
| PromptSRC + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 78.44 | 77.89 | |
| CLIP + OpenMaxArchitecture=CLIP-based, OSR Technique=OpenMax2024.03 | 78.34 | 73.26 | |
| CLIPArchitecture=CLIP-based2024.03 | 77.88 | 72.19 | |
| MaPLe + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 77.62 | 72.83 | |
| CLIPNArchitecture=CLIP-based2024.03 | 77.16 | 62.6 | |
| CLIPN + STYLIPArchitecture=CLIP-based, Prompt learning=STYLIP, Encoder=CLIPN2024.03 | 76.93 | 72.15 | |
| CLIP + OSDAArchitecture=CLIP-based, DA Method=OSDA-BP2024.03 | 74.45 | 75.22 | |
| MaPLeArchitecture=CLIP-based2024.03 | 69.34 | 62.2 | |
| LASPArchitecture=CLIP-based2024.03 | 66.78 | 50.22 | |
| CoOpArchitecture=CLIP-based2024.03 | 66.03 | 44.34 | |
| PromptSRCArchitecture=CLIP-based2024.03 | 65.51 | 59.45 | |
| CoCoOpArchitecture=CLIP-based2024.03 | 64.84 | 47.57 | |
| MEDICArchitecture=CNN-based2024.03 | 50.74 | 53.13 | |
| DAMLArchitecture=CNN-based2024.03 | 46.61 | 51.71 | |
| CumixArchitecture=CNN-based2024.03 | 42.18 | 46.91 | |
| MixStyleArchitecture=CNN-based2024.03 | 42.18 | 46.91 |