From 26758224b7593a17b70133ee2cc358a58479a9ac Mon Sep 17 00:00:00 2001 From: Adog64 Date: Thu, 11 Apr 2024 16:56:51 -0400 Subject: [PATCH] Tested performance with varying radii for Gaussian and Mean Kuwahara Filter --- .../Images/GaussianKuwaharaPerformance.png | Bin 0 -> 139908 bytes .../Images/MeanKuwaharaPerformance.png | Bin 0 -> 108333 bytes .../defense_filters.cpython-312.pyc | Bin 0 -> 6310 bytes .../__pycache__/mnist.cpython-312.pyc | Bin 0 -> 11960 bytes Filter_Analysis/fgsm.py | 7 +- Filter_Analysis/wiki/Results.md | 423 ++++++++++++++++++ 6 files changed, 427 insertions(+), 3 deletions(-) create mode 100644 Filter_Analysis/Images/GaussianKuwaharaPerformance.png create mode 100644 Filter_Analysis/Images/MeanKuwaharaPerformance.png create mode 100644 Filter_Analysis/__pycache__/defense_filters.cpython-312.pyc create mode 100644 Filter_Analysis/__pycache__/mnist.cpython-312.pyc diff --git a/Filter_Analysis/Images/GaussianKuwaharaPerformance.png 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zM8I^C{E*o4JEHs}!uBCi^LwH>Ni=^*H2j{}@gcGOBckd%IWHZ_E=om>*wnXf{zWxJ>{tlXG)Ov-G{{j4~5ljF8 literal 0 HcmV?d00001 diff --git a/Filter_Analysis/fgsm.py b/Filter_Analysis/fgsm.py index 4e7254a..ee00906 100644 --- a/Filter_Analysis/fgsm.py +++ b/Filter_Analysis/fgsm.py @@ -121,7 +121,7 @@ def test(model, device, test_loader, epsilon): strength = 2*i + 1 # Apply the filter with the specified strength - filtered_input = defense_filters.gaussian_kuwahara(perturbed_data_normalized, batch_size=len(perturbed_data_normalized), radius=strength) + filtered_input = defense_filters.mean_kuwahara(perturbed_data_normalized, batch_size=len(perturbed_data_normalized), radius=strength) # Evaluate the model on the filtered images filtered_output = model(filtered_input) # Get the predicted classification @@ -158,7 +158,7 @@ def test(model, device, test_loader, epsilon): print(f"Unfiltered Accuracy = {unfiltered_correct} / {len(test_loader)} = {unfiltered_acc}") for i in range(TESTED_STRENGTH_COUNT): strength = 2*i + 1 - print(f"Gaussian Kuwahara (strength = {strength}) = {filtered_correct_counts[i]} / {len(test_loader)} = {filtered_accuracies[i]}") + print(f"Mean Kuwahara (strength = {strength}) = {filtered_correct_counts[i]} / {len(test_loader)} = {filtered_accuracies[i]}") return unfiltered_acc, filtered_accuracies @@ -174,7 +174,8 @@ for eps in epsilons: # Plot the results plt.plot(epsilons, unfiltered_accuracies, label="Attacked Accuracy") for i in range(TESTED_STRENGTH_COUNT): - plt.plot(epsilons, filtered_accuracies[i], label=f"Gaussian Kuwahara (strength = {2*i + 1})") + filtered_accuracy = [filter_eps[i] for filter_eps in filtered_accuracies] + plt.plot(epsilons, filtered_accuracy, label=f"Mean Kuwahara (strength = {2*i + 1})") plt.legend() diff --git a/Filter_Analysis/wiki/Results.md b/Filter_Analysis/wiki/Results.md index acc9e54..9ef56b3 100644 --- a/Filter_Analysis/wiki/Results.md +++ b/Filter_Analysis/wiki/Results.md @@ -319,3 +319,426 @@ Snapped Color Accuracy = 2091 / 10000 = 0.2091 1 Bit Accuracy = 5462 / 10000 = 0.5462 Plurality Vote Accuracy = 3287 / 10000 = 0.3287 + + +## Gaussian Kuwahara Filter with Varying Radius + +### Raw Program Output +====== EPSILON: 0.0 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9920 / 10000 = 0.992 + +Gaussian Kuwahara (strength = 1) = 9897 / 10000 = 0.9897 + +Gaussian Kuwahara (strength = 3) = 9766 / 10000 = 0.9766 + +Gaussian Kuwahara (strength = 5) = 9066 / 10000 = 0.9066 + +Gaussian Kuwahara (strength = 7) = 7355 / 10000 = 0.7355 + +Gaussian Kuwahara (strength = 9) = 5131 / 10000 = 0.5131 + +====== EPSILON: 0.025 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9796 / 10000 = 0.9796 + +Gaussian Kuwahara (strength = 1) = 9808 / 10000 = 0.9808 + +Gaussian Kuwahara (strength = 3) = 9667 / 10000 = 0.9667 + +Gaussian Kuwahara (strength = 5) = 8909 / 10000 = 0.8909 + +Gaussian Kuwahara (strength = 7) = 7035 / 10000 = 0.7035 + +Gaussian Kuwahara (strength = 9) = 4824 / 10000 = 0.4824 + +====== EPSILON: 0.05 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9600 / 10000 = 0.96 + +Gaussian Kuwahara (strength = 1) = 9651 / 10000 = 0.9651 + +Gaussian Kuwahara (strength = 3) = 9547 / 10000 = 0.9547 + +Gaussian Kuwahara (strength = 5) = 8700 / 10000 = 0.87 + +Gaussian Kuwahara (strength = 7) = 6713 / 10000 = 0.6713 + +Gaussian Kuwahara (strength = 9) = 4538 / 10000 = 0.4538 + +====== EPSILON: 0.07500000000000001 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9260 / 10000 = 0.926 + +Gaussian Kuwahara (strength = 1) = 9412 / 10000 = 0.9412 + +Gaussian Kuwahara (strength = 3) = 9334 / 10000 = 0.9334 + +Gaussian Kuwahara (strength = 5) = 8447 / 10000 = 0.8447 + +Gaussian Kuwahara (strength = 7) = 6354 / 10000 = 0.6354 + +Gaussian Kuwahara (strength = 9) = 4260 / 10000 = 0.426 + +====== EPSILON: 0.1 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 8753 / 10000 = 0.8753 + +Gaussian Kuwahara (strength = 1) = 9035 / 10000 = 0.9035 + +Gaussian Kuwahara (strength = 3) = 9107 / 10000 = 0.9107 + +Gaussian Kuwahara (strength = 5) = 8123 / 10000 = 0.8123 + +Gaussian Kuwahara (strength = 7) = 5970 / 10000 = 0.597 + +Gaussian Kuwahara (strength = 9) = 3915 / 10000 = 0.3915 + +====== EPSILON: 0.125 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 8104 / 10000 = 0.8104 + +Gaussian Kuwahara (strength = 1) = 8539 / 10000 = 0.8539 + +Gaussian Kuwahara (strength = 3) = 8785 / 10000 = 0.8785 + +Gaussian Kuwahara (strength = 5) = 7751 / 10000 = 0.7751 + +Gaussian Kuwahara (strength = 7) = 5616 / 10000 = 0.5616 + +Gaussian Kuwahara (strength = 9) = 3620 / 10000 = 0.362 + +====== EPSILON: 0.15000000000000002 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 7229 / 10000 = 0.7229 + +Gaussian Kuwahara (strength = 1) = 7925 / 10000 = 0.7925 + +Gaussian Kuwahara (strength = 3) = 8328 / 10000 = 0.8328 + +Gaussian Kuwahara (strength = 5) = 7328 / 10000 = 0.7328 + +Gaussian Kuwahara (strength = 7) = 5236 / 10000 = 0.5236 + +Gaussian Kuwahara (strength = 9) = 3344 / 10000 = 0.3344 + +====== EPSILON: 0.17500000000000002 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 6207 / 10000 = 0.6207 + +Gaussian Kuwahara (strength = 1) = 7078 / 10000 = 0.7078 + +Gaussian Kuwahara (strength = 3) = 7808 / 10000 = 0.7808 + +Gaussian Kuwahara (strength = 5) = 6816 / 10000 = 0.6816 + +Gaussian Kuwahara (strength = 7) = 4868 / 10000 = 0.4868 + +Gaussian Kuwahara (strength = 9) = 3090 / 10000 = 0.309 + +====== EPSILON: 0.2 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 5008 / 10000 = 0.5008 + +Gaussian Kuwahara (strength = 1) = 6125 / 10000 = 0.6125 + +Gaussian Kuwahara (strength = 3) = 7179 / 10000 = 0.7179 + +Gaussian Kuwahara (strength = 5) = 6301 / 10000 = 0.6301 + +Gaussian Kuwahara (strength = 7) = 4513 / 10000 = 0.4513 + +Gaussian Kuwahara (strength = 9) = 2865 / 10000 = 0.2865 + +====== EPSILON: 0.225 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 3894 / 10000 = 0.3894 + +Gaussian Kuwahara (strength = 1) = 4979 / 10000 = 0.4979 + +Gaussian Kuwahara (strength = 3) = 6460 / 10000 = 0.646 + +Gaussian Kuwahara (strength = 5) = 5773 / 10000 = 0.5773 + +Gaussian Kuwahara (strength = 7) = 4242 / 10000 = 0.4242 + +Gaussian Kuwahara (strength = 9) = 2702 / 10000 = 0.2702 + +====== EPSILON: 0.25 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 2922 / 10000 = 0.2922 + +Gaussian Kuwahara (strength = 1) = 3927 / 10000 = 0.3927 + +Gaussian Kuwahara (strength = 3) = 5640 / 10000 = 0.564 + +Gaussian Kuwahara (strength = 5) = 5197 / 10000 = 0.5197 + +Gaussian Kuwahara (strength = 7) = 3859 / 10000 = 0.3859 + +Gaussian Kuwahara (strength = 9) = 2493 / 10000 = 0.2493 + +====== EPSILON: 0.275 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 2149 / 10000 = 0.2149 + +Gaussian Kuwahara (strength = 1) = 3023 / 10000 = 0.3023 + +Gaussian Kuwahara (strength = 3) = 4761 / 10000 = 0.4761 + +Gaussian Kuwahara (strength = 5) = 4594 / 10000 = 0.4594 + +Gaussian Kuwahara (strength = 7) = 3494 / 10000 = 0.3494 + +Gaussian Kuwahara (strength = 9) = 2354 / 10000 = 0.2354 + +====== EPSILON: 0.30000000000000004 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 1599 / 10000 = 0.1599 + +Gaussian Kuwahara (strength = 1) = 2289 / 10000 = 0.2289 + +Gaussian Kuwahara (strength = 3) = 3839 / 10000 = 0.3839 + +Gaussian Kuwahara (strength = 5) = 3981 / 10000 = 0.3981 + +Gaussian Kuwahara (strength = 7) = 3182 / 10000 = 0.3182 + +Gaussian Kuwahara (strength = 9) = 2232 / 10000 = 0.2232 + +## Mean Kuwahara with Varying Radius + +### Raw Program Output +====== EPSILON: 0.0 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9920 / 10000 = 0.992 + +Mean Kuwahara (strength = 1) = 9880 / 10000 = 0.988 + +Mean Kuwahara (strength = 3) = 7536 / 10000 = 0.7536 + +Mean Kuwahara (strength = 5) = 3667 / 10000 = 0.3667 + +Mean Kuwahara (strength = 7) = 1763 / 10000 = 0.1763 + +Mean Kuwahara (strength = 9) = 1339 / 10000 = 0.1339 + +====== EPSILON: 0.025 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9796 / 10000 = 0.9796 + +Mean Kuwahara (strength = 1) = 9795 / 10000 = 0.9795 + +Mean Kuwahara (strength = 3) = 7359 / 10000 = 0.7359 + +Mean Kuwahara (strength = 5) = 3496 / 10000 = 0.3496 + +Mean Kuwahara (strength = 7) = 1710 / 10000 = 0.171 + +Mean Kuwahara (strength = 9) = 1318 / 10000 = 0.1318 + +====== EPSILON: 0.05 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9600 / 10000 = 0.96 + +Mean Kuwahara (strength = 1) = 9650 / 10000 = 0.965 + +Mean Kuwahara (strength = 3) = 7129 / 10000 = 0.7129 + +Mean Kuwahara (strength = 5) = 3295 / 10000 = 0.3295 + +Mean Kuwahara (strength = 7) = 1637 / 10000 = 0.1637 + +Mean Kuwahara (strength = 9) = 1286 / 10000 = 0.1286 + +====== EPSILON: 0.07500000000000001 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 9260 / 10000 = 0.926 + +Mean Kuwahara (strength = 1) = 9460 / 10000 = 0.946 + +Mean Kuwahara (strength = 3) = 6871 / 10000 = 0.6871 + +Mean Kuwahara (strength = 5) = 3119 / 10000 = 0.3119 + +Mean Kuwahara (strength = 7) = 1578 / 10000 = 0.1578 + +Mean Kuwahara (strength = 9) = 1244 / 10000 = 0.1244 + +====== EPSILON: 0.1 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 8753 / 10000 = 0.8753 + +Mean Kuwahara (strength = 1) = 9160 / 10000 = 0.916 + +Mean Kuwahara (strength = 3) = 6617 / 10000 = 0.6617 + +Mean Kuwahara (strength = 5) = 2841 / 10000 = 0.2841 + +Mean Kuwahara (strength = 7) = 1497 / 10000 = 0.1497 + +Mean Kuwahara (strength = 9) = 1228 / 10000 = 0.1228 + +====== EPSILON: 0.125 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 8104 / 10000 = 0.8104 + +Mean Kuwahara (strength = 1) = 8746 / 10000 = 0.8746 + +Mean Kuwahara (strength = 3) = 6317 / 10000 = 0.6317 + +Mean Kuwahara (strength = 5) = 2587 / 10000 = 0.2587 + +Mean Kuwahara (strength = 7) = 1422 / 10000 = 0.1422 + +Mean Kuwahara (strength = 9) = 1211 / 10000 = 0.1211 + +====== EPSILON: 0.15000000000000002 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 7229 / 10000 = 0.7229 + +Mean Kuwahara (strength = 1) = 8235 / 10000 = 0.8235 + +Mean Kuwahara (strength = 3) = 6019 / 10000 = 0.6019 + +Mean Kuwahara (strength = 5) = 2395 / 10000 = 0.2395 + +Mean Kuwahara (strength = 7) = 1360 / 10000 = 0.136 + +Mean Kuwahara (strength = 9) = 1193 / 10000 = 0.1193 + +====== EPSILON: 0.17500000000000002 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 6207 / 10000 = 0.6207 + +Mean Kuwahara (strength = 1) = 7499 / 10000 = 0.7499 + +Mean Kuwahara (strength = 3) = 5699 / 10000 = 0.5699 + +Mean Kuwahara (strength = 5) = 2253 / 10000 = 0.2253 + +Mean Kuwahara (strength = 7) = 1340 / 10000 = 0.134 + +Mean Kuwahara (strength = 9) = 1164 / 10000 = 0.1164 + +====== EPSILON: 0.2 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 5008 / 10000 = 0.5008 + +Mean Kuwahara (strength = 1) = 6650 / 10000 = 0.665 + +Mean Kuwahara (strength = 3) = 5420 / 10000 = 0.542 + +Mean Kuwahara (strength = 5) = 2168 / 10000 = 0.2168 + +Mean Kuwahara (strength = 7) = 1335 / 10000 = 0.1335 + +Mean Kuwahara (strength = 9) = 1138 / 10000 = 0.1138 + +====== EPSILON: 0.225 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 3894 / 10000 = 0.3894 + +Mean Kuwahara (strength = 1) = 5642 / 10000 = 0.5642 + +Mean Kuwahara (strength = 3) = 5087 / 10000 = 0.5087 + +Mean Kuwahara (strength = 5) = 2064 / 10000 = 0.2064 + +Mean Kuwahara (strength = 7) = 1328 / 10000 = 0.1328 + +Mean Kuwahara (strength = 9) = 1129 / 10000 = 0.1129 + +====== EPSILON: 0.25 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 2922 / 10000 = 0.2922 + +Mean Kuwahara (strength = 1) = 4739 / 10000 = 0.4739 + +Mean Kuwahara (strength = 3) = 4773 / 10000 = 0.4773 + +Mean Kuwahara (strength = 5) = 1993 / 10000 = 0.1993 + +Mean Kuwahara (strength = 7) = 1306 / 10000 = 0.1306 + +Mean Kuwahara (strength = 9) = 1145 / 10000 = 0.1145 + +====== EPSILON: 0.275 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 2149 / 10000 = 0.2149 + +Mean Kuwahara (strength = 1) = 3638 / 10000 = 0.3638 + +Mean Kuwahara (strength = 3) = 4370 / 10000 = 0.437 + +Mean Kuwahara (strength = 5) = 1921 / 10000 = 0.1921 + +Mean Kuwahara (strength = 7) = 1309 / 10000 = 0.1309 + +Mean Kuwahara (strength = 9) = 1159 / 10000 = 0.1159 + +====== EPSILON: 0.30000000000000004 ====== + +Clean (No Filter) Accuracy = 9920 / 10000 = 0.992 + +Unfiltered Accuracy = 1599 / 10000 = 0.1599 + +Mean Kuwahara (strength = 1) = 2659 / 10000 = 0.2659 + +Mean Kuwahara (strength = 3) = 3912 / 10000 = 0.3912 + +Mean Kuwahara (strength = 5) = 1854 / 10000 = 0.1854 + +Mean Kuwahara (strength = 7) = 1307 / 10000 = 0.1307 + +Mean Kuwahara (strength = 9) = 1166 / 10000 = 0.1166