Image Recognition on UCF101 (Adversarial Robustness)
62Natural AccuracyZero-shot CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Zero-shot CLIPMode=Zero-shot2024.03 | 62 | 2.47 | |
| FAPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 51.73 | 23.77 | |
| AdvVLPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 51.5 | 22.1 | |
| AdvMaPLeAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 50.97 | 23.2 | |
| AdvVpAdaptation=16-shot, Source Dataset=ImageNet-1K2024.03 | 44.6 | 10.47 |