Open Domain Generalization on VLCS
0.9571AccuracyODG-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPArchitecture=CLIP-based2024.03 | 0.9571 | 0.8653 | |
| STYLIP + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 0.9211 | 0.7334 | |
| CLIP + OpenMaxArchitecture=CLIP-based, OSR Technique=OpenMax2024.03 | 0.9209 | 0.7367 | |
| CoOpArchitecture=CLIP-based2024.03 | 0.9202 | 0.3926 | |
| CLIPArchitecture=CLIP-based2024.03 | 0.9184 | 0.7294 | |
| MaPLe + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 0.917 | 0.7267 | |
| STYLIPArchitecture=CLIP-based2024.03 | 0.9075 | 0.6566 | |
| LASPArchitecture=CLIP-based2024.03 | 0.9067 | 0.3941 | |
| PromptSRC + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 0.9034 | 0.7262 | |
| CLIP + OSDAArchitecture=CLIP-based, DA Method=OSDA-BP2024.03 | 0.9021 | 0.7089 | |
| PromptSRCArchitecture=CLIP-based2024.03 | 0.9013 | 0.4278 | |
| MaPLeArchitecture=CLIP-based2024.03 | 0.897 | 0.4333 | |
| CoCoOpArchitecture=CLIP-based2024.03 | 0.8947 | 0.3701 | |
| CLIPNArchitecture=CLIP-based2024.03 | 0.8482 | 0.5072 | |
| CLIPN + STYLIPArchitecture=CLIP-based, Prompt learning=STYLIP, Encoder=CLIPN2024.03 | 0.8465 | 0.6802 | |
| MEDICArchitecture=CNN-based2024.03 | 0.5728 | 0.5573 | |
| DAMLArchitecture=CNN-based2024.03 | 0.5353 | 0.5159 | |
| CumixArchitecture=CNN-based2024.03 | 0.5246 | 0.5011 | |
| MixStyleArchitecture=CNN-based2024.03 | 0.523 | 0.5061 |