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Image Recognition on ImageNet 1K (Natural and PGD Robustness)

62.1Natural AccuracyZero-shot CLIP
44.180848.832953.48558.1371Mar 21, 2024

Evaluation results

MethodLinks
Zero-shot CLIPMode=Zero-shot2024.0362.11.57
AdvVLPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.0353.2322.1
AdvMaPLeAdaptation=16-shot, Source Dataset=ImageNet-1K2024.0352.9321.9
FAPAdaptation=16-shot, Source Dataset=ImageNet-1K2024.0352.5322.9
AdvVpAdaptation=16-shot, Source Dataset=ImageNet-1K2024.0344.8711.67