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Performance of NHANet model with different epsilons under PGD attack algorithm.
| Original |
 = 1/255 |
 = 2/255 |
 = 3/255 |
 = 4/255 |
 = 5/255 |
|
|---|---|---|---|---|---|---|
| Adversarial accuracy | 0.9840 | 0.8760 | 0.4800 | 0.2373 | 0.1680 | 0.1413 |
| Attack success rate | 0.0 | 0.1098 | 0.5122 | 0.7588 | 0.8293 | 0.8564 |
| Average L1 distance | 0.0 | 1.1553 | 2.2143 | 3.1076 | 3.6757 | 4.0910 |
| Average L2 distance | 0.0 | 0.0673 | 0.1306 | 0.1861 | 0.2264 | 0.2622 |
