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keras_vgg16_targeted_adversarial_example.ipynb
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{
"cells": [
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:22.532994Z",
"end_time": "2018-07-04T11:07:23.988660Z"
},
"trusted": true
},
"cell_type": "code",
"source": "from keras.models import load_model\nfrom keras.applications.vgg16 import VGG16\nimport foolbox\nfrom foolbox.models import KerasModel\nfrom foolbox.attacks import LBFGSAttack\nfrom foolbox.criteria import TargetClass\nimport numpy as np\nimport foolbox\nfrom PIL import Image\nfrom foolbox.criteria import Misclassification, TargetClass\nimport keras\nfrom keras.applications.vgg16 import preprocess_input",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "Using TensorFlow backend.\n",
"name": "stderr"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:24.600837Z",
"end_time": "2018-07-04T11:07:24.605014Z"
},
"trusted": true
},
"cell_type": "code",
"source": "keras.backend.set_learning_phase(0)",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:25.070567Z",
"end_time": "2018-07-04T11:07:25.624878Z"
},
"trusted": true
},
"cell_type": "code",
"source": "assert keras.backend.image_data_format() == 'channels_last'",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:25.628171Z",
"end_time": "2018-07-04T11:07:31.324796Z"
},
"trusted": true
},
"cell_type": "code",
"source": "model = VGG16(weights='imagenet')",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:31.328257Z",
"end_time": "2018-07-04T11:07:31.350832Z"
},
"trusted": true
},
"cell_type": "code",
"source": "image, label = foolbox.utils.imagenet_example()",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:43.802597Z",
"end_time": "2018-07-04T11:07:43.823902Z"
},
"trusted": true
},
"cell_type": "code",
"source": "image.dtype, image.shape",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": "(dtype('float32'), (224, 224, 3))"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:44.212032Z",
"end_time": "2018-07-04T11:07:44.219749Z"
},
"trusted": true
},
"cell_type": "code",
"source": "image.min(), image.max()",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
"text/plain": "(0.0, 255.0)"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:44.602441Z",
"end_time": "2018-07-04T11:07:44.857673Z"
},
"trusted": true
},
"cell_type": "code",
"source": "mean = [103.939, 116.779, 123.68] # BGR\nstd = 1\nfmodel = foolbox.models.KerasModel(model, bounds=(0, 255), preprocessing=(mean, std))",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:46.547568Z",
"end_time": "2018-07-04T11:07:47.861217Z"
},
"trusted": true,
"scrolled": false
},
"cell_type": "code",
"source": "np.allclose(\n model.predict(preprocess_input(image[np.newaxis].copy())),\n foolbox.utils.softmax(fmodel.predictions(image[..., ::-1])))",
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 9,
"data": {
"text/plain": "True"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:49.089060Z",
"end_time": "2018-07-04T11:07:49.095743Z"
},
"trusted": true
},
"cell_type": "code",
"source": "label",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "282"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:49.472373Z",
"end_time": "2018-07-04T11:07:49.490635Z"
},
"trusted": true
},
"cell_type": "code",
"source": "np.argmax(model.predict(preprocess_input(image[np.newaxis].copy())))",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 11,
"data": {
"text/plain": "281"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:49.858706Z",
"end_time": "2018-07-04T11:07:49.875146Z"
},
"trusted": true
},
"cell_type": "code",
"source": "np.argmax(fmodel.predictions(image[..., ::-1]))",
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 12,
"data": {
"text/plain": "281"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:07:50.449602Z",
"end_time": "2018-07-04T11:08:01.739881Z"
},
"trusted": true
},
"cell_type": "code",
"source": "attack = foolbox.attacks.FGSM(model=fmodel, criterion=TargetClass(567))\nadversarial = attack(image[..., ::-1], label, unpack=False)",
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"text": "/gpfs01/bethge/home/jrauber/PhD/033_foolbox/foolbox/attacks/base.py:103: UserWarning: GradientSignAttack did not find an adversarial, maybe the model or the criterion is not supported by this attack.\n ' attack.'.format(self.name()))\n",
"name": "stderr"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "FGSM is not suitable for targeted attacks; let's use an iterative attack ..."
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:08:02.237258Z",
"end_time": "2018-07-04T11:08:06.462749Z"
},
"trusted": true
},
"cell_type": "code",
"source": "attack = foolbox.attacks.L2BasicIterativeAttack(model=fmodel, criterion=TargetClass(567))\nadversarial = attack(image[..., ::-1], label, unpack=False)",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:08:07.072827Z",
"end_time": "2018-07-04T11:08:07.079913Z"
},
"trusted": true
},
"cell_type": "code",
"source": "adversarial.distance.value",
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 15,
"data": {
"text/plain": "1.0739384825366013e-05"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:08:07.454978Z",
"end_time": "2018-07-04T11:08:08.018544Z"
},
"trusted": true
},
"cell_type": "code",
"source": "# if you use Jupyter notebooks\n%matplotlib inline\n\nimport matplotlib.pyplot as plt\n\nplt.figure()\n\nplt.subplot(1, 3, 1)\nplt.title('Original')\nplt.imshow(image / 255) # division by 255 to convert [0, 255] to [0, 1]\nplt.axis('off')\n\nplt.subplot(1, 3, 2)\nplt.title('Adversarial')\nplt.imshow(adversarial.image[:, :, ::-1] / 255) # ::-1 to convert BGR to RGB\nplt.axis('off')\n\nplt.subplot(1, 3, 3)\nplt.title('Difference')\ndifference = adversarial.image[:, :, ::-1] - image\nplt.imshow(difference / abs(difference).max() * 0.2 + 0.5)\nplt.axis('off')\n\nplt.show()",
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 3 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:08:10.984804Z",
"end_time": "2018-07-04T11:08:11.007528Z"
},
"trusted": true
},
"cell_type": "code",
"source": "np.argmax(fmodel.predictions(adversarial.original_image))",
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 17,
"data": {
"text/plain": "281"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2018-07-04T11:08:11.694958Z",
"end_time": "2018-07-04T11:08:11.710824Z"
},
"trusted": true,
"scrolled": true
},
"cell_type": "code",
"source": "np.argmax(fmodel.predictions(adversarial.image))",
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 18,
"data": {
"text/plain": "567"
},
"metadata": {}
}
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.3",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
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