Image Recognition on StanfordCars (Robustness)
60.4Natural AccuracyZero-shot CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Zero-shot CLIPMode=Zero-shot2024.03 | 60.4 | 0.3 | |
| AdvVLPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 38.7 | 10.97 | |
| FAPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 38.7 | 11.8 | |
| AdvMaPLeAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 36.7 | 10.43 | |
| AdvVpAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 27.27 | 2.9 |