22 lines
576 B
Python
22 lines
576 B
Python
model = Net()
|
|
accuracies = {}
|
|
|
|
for filter in filters:
|
|
for epsilon in epsilons:
|
|
for strength in range(5):
|
|
correct = 0
|
|
total = 0
|
|
|
|
for data, target in dataset:
|
|
atk_data = fgsm_attack(data, epsilon)
|
|
filt_data = filter(atk_data, filter, strength)
|
|
prediction = model(filt_data)
|
|
|
|
total += 1
|
|
if prediction == target:
|
|
correct += 1
|
|
|
|
accuracies[filter][epsilon][strength] = correct/total
|
|
|
|
save_json("results.json", accuracies)
|