Open Domain Generalization on Average (PACS, VLCS, OfficeHome, Digits-DG, Multi-Dataset, Mini-DomainNet)
94.23AccODG-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPArchitecture=CLIP-based2024.03 | 94.23 | 90.84 | |
| STYLIP + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 85.67 | 78.64 | |
| STYLIPArchitecture=CLIP-based2024.03 | 85.26 | 62.77 | |
| PromptSRC + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 85.23 | 78.35 | |
| CLIPN + STYLIPArchitecture=CLIP-based, Prompt learning=STYLIP, Encoder=CLIPN2024.03 | 85.06 | 69.43 | |
| MaPLe + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 84.92 | 75.64 | |
| CLIPArchitecture=CLIP-based2024.03 | 84.65 | 69.4 | |
| CLIP + OpenMaxArchitecture=CLIP-based, OSR Technique=OpenMax2024.03 | 83.95 | 69.96 | |
| CLIP + OSDAArchitecture=CLIP-based, DA Method=OSDA-BP2024.03 | 83.73 | 71.36 | |
| CLIPNArchitecture=CLIP-based2024.03 | 83.64 | 52.27 | |
| PromptSRCArchitecture=CLIP-based2024.03 | 79.89 | 48.13 | |
| MaPLeArchitecture=CLIP-based2024.03 | 79.62 | 48.58 | |
| LASPArchitecture=CLIP-based2024.03 | 74.21 | 41.89 | |
| CoOpArchitecture=CLIP-based2024.03 | 71.72 | 41.65 | |
| CoCoOpArchitecture=CLIP-based2024.03 | 71.48 | 40.28 | |
| MEDICArchitecture=CNN-based2024.03 | 66.11 | 60.3 | |
| DAMLArchitecture=CNN-based2024.03 | 55.73 | 51.29 | |
| MixStyleArchitecture=CNN-based2024.03 | 53.67 | 48.66 | |
| CumixArchitecture=CNN-based2024.03 | 52.09 | 46.81 |