Image Recognition on ImageNet 1K (Natural and PGD Robustness)
62.1Natural AccuracyZero-shot CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Zero-shot CLIPMode=Zero-shot2024.03 | 62.1 | 1.57 | |
| AdvVLPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 53.23 | 22.1 | |
| AdvMaPLeAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 52.93 | 21.9 | |
| FAPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 52.53 | 22.9 | |
| AdvVpAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 44.87 | 11.67 |