MNIST On Demand

This demo shows how we can use PGD to find adversarial examples in handwritten digit recognition.
Draw a digit from 0 to 9 on the right and click "Predict" you then see the generated grayscale image and the prediction of a convolutional NN trained on MNIST digits.
You can then choose which classification you would like the NN to output and click "Find".
This triggers a search for an adversarial attack usind PGD and returns a possible adversarial example.
Note that this search may not always succeed!

Draw a Digit (0-9):

Clear Canvas Predict

Prediction:

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Desired Prediction: 0 1 2 3 4 5 6 7 8 9

Epsilon (perturbation strength):

0.10

Find

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Adversarial Example:

Adversarial Prediction: