Adversarial Attack Demo | FGSM & PGD

Upload an image and see how imperceptible perturbations fool a ResNet-18 classifier. Course: 215 AI Safety

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Attack Method

FGSM PGD

Epsilon (perturbation budget)

0 0.3

PGD Steps

1 40

PGD Step Size

0.001 0.05

Original Image

Perturbation (10x amplified)

Adversarial Image

Try these examples

Upload Image	Attack Method	Epsilon (perturbation budget)	PGD Steps	PGD Step Size