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adversarial_mnist's Introduction

adversarial_mnist

Creating adversarial images for MNIST dataset.
Choose random image with label 2:
alt text

Adversarial image and probability after iteration 1:
alt text
Original label: 2; Original probability: 88.56145143508911 New label: 6; New probability with fake label: 76.18929743766785

Adversarial image and probability after iteration 2:
alt text
Original label: 2; Original probability: 88.56145143508911 New label: 6; New probability with fake label: 98.51791262626648

Adversarial image and probability after iteration 3:
alt text
Original label: 2; Original probability: 88.56145143508911 New label: 6; New probability with fake label: 99.8832643032074

Adversarial image and probability after iteration 4:
alt text
Original label: 2; Original probability: 88.56145143508911 New label: 6; New probability with fake label: 99.9846339225769

Adversarial image and probability after iteration 5:
alt text
Original label: 2; Original probability: 88.56145143508911 New label: 6; New probability with fake label: 99.9977707862854

So after iteration 5 our CNN is confident on 99.997% that number 2 is actually number 6

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