From 9e0673f10a9a33baeb796bafc1d56d7f0bf47132 Mon Sep 17 00:00:00 2001 From: Dmitri Soshnikov Date: Fri, 17 Jun 2022 17:04:57 +0300 Subject: [PATCH] Add adversarial cat example --- README.md | 4 +- .../AdversarialCat_TF.ipynb | 738 ++++++++++++ .../08-TransferLearning/README.md | 25 + .../08-TransferLearning/imagenet_classes.json | 1000 +++++++++++++++++ .../images/adversarial-dog.png | Bin 0 -> 83518 bytes .../images/dog-from-unsplash.jpg | Bin 0 -> 25356 bytes .../images/ideal-cat-loop.png | Bin 0 -> 65080 bytes .../08-TransferLearning/images/ideal-cat.png | Bin 0 -> 108966 bytes .../images/ideal-zebra.png | Bin 0 -> 104065 bytes 9 files changed, 1765 insertions(+), 2 deletions(-) create mode 100644 lessons/4-ComputerVision/08-TransferLearning/AdversarialCat_TF.ipynb create mode 100644 lessons/4-ComputerVision/08-TransferLearning/imagenet_classes.json create mode 100644 lessons/4-ComputerVision/08-TransferLearning/images/adversarial-dog.png create mode 100644 lessons/4-ComputerVision/08-TransferLearning/images/dog-from-unsplash.jpg create mode 100644 lessons/4-ComputerVision/08-TransferLearning/images/ideal-cat-loop.png create mode 100644 lessons/4-ComputerVision/08-TransferLearning/images/ideal-cat.png create mode 100644 lessons/4-ComputerVision/08-TransferLearning/images/ideal-zebra.png diff --git a/README.md b/README.md index c6999c14..09039303 100644 --- a/README.md +++ b/README.md @@ -56,7 +56,7 @@ For a gentle introduction to *AI in the Cloud* topics you may consider taking th Intro to Frameworks (PyTorch/TensorFlow)
Overfitting Text
Text PyTorch - Keras/TensorFlow + Keras/TensorFlow Lab IVComputer Vision AI Fundamentals: Explore Computer Vision @@ -67,7 +67,7 @@ For a gentle introduction to *AI in the Cloud* topics you may consider taking th 6Intro to Computer Vision. OpenCVTextNotebookLab 7Convolutional Neural Networks
CNN ArchitecturesText
TextPyTorchTensorFlowLab -8Pre-trained Networks and Transfer Learning
Training TricksText
TextPyTorchTensorFlow
Dropout sampleLab +8Pre-trained Networks and Transfer Learning
Training TricksText
TextPyTorchTensorFlow
Dropout sample
Adversarial CatLab 9Autoencoders and VAEsTextPyTorchTensorFlow 10Generative Adversarial Networks
Artistic Style TransferTextPyTorchTensorFlow GAN
Style Transfer 11Object DetectionTextPyTorchTensorFlowLab diff --git a/lessons/4-ComputerVision/08-TransferLearning/AdversarialCat_TF.ipynb b/lessons/4-ComputerVision/08-TransferLearning/AdversarialCat_TF.ipynb new file mode 100644 index 00000000..4b0e6b2a --- /dev/null +++ b/lessons/4-ComputerVision/08-TransferLearning/AdversarialCat_TF.ipynb @@ -0,0 +1,738 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How Neural Network sees a Cat\n", + "\n", + "A neural network pre-trained on ImageNet is capable of recognizing any of 1000 different classes of objects, such as cats of different breeds. It would be interesting to see, what does the **ideal siamese cat** looks like for a neural network.\n", + "\n", + "> Of course, you can replace *siamese cat* with any other ImageNet class.\n", + "\n", + "To start, let's load VGG network: " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-06-17 13:28:58.931467: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2022-06-17 13:28:59.603736: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15401 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0001:00:00.0, compute capability: 6.0\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from IPython.display import clear_output\n", + "from PIL import Image\n", + "import json\n", + "np.set_printoptions(precision=3,suppress=True)\n", + "\n", + "model = keras.applications.VGG16(weights='imagenet',include_top=True)\n", + "classes = json.loads(open('imagenet_classes.json','r').read())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Optimizing for Result\n", + "\n", + "To visualize the ideal cat, we will start with a random noise image, and will try to use the gradient descent optimization technique to adjust the image to make a network recognize a cat.\n", + "\n", + "![Optimization Loop](images/ideal-cat-loop.png)\n", + "\n", + "Here is our starting image:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = tf.Variable(tf.random.normal((1,224,224,3)))\n", + "\n", + "def normalize(img):\n", + " return (img-tf.reduce_min(img))/(tf.reduce_max(img)-tf.reduce_min(img))\n", + "\n", + "plt.imshow(normalize(x[0]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> We use `normalize` function to bring our values into 0-1 range.\n", + "\n", + "If we call our VGG network on this image, we will get more or less random distribution of probabilities:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-06-17 13:29:02.100818: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8303\n", + "2022-06-17 13:29:02.570980: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class: 669 (mosquito net)\n", + "Probability of predicted class = 0.05466596782207489\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_result(x):\n", + " res = model(x)[0]\n", + " cls = tf.argmax(res)\n", + " print(f\"Predicted class: {cls} ({classes[cls]})\")\n", + " print(f\"Probability of predicted class = {res[cls]}\")\n", + " fig,ax = plt.subplots(1,2,figsize=(15,2.5),gridspec_kw = { \"width_ratios\" : [1,5]} )\n", + " ax[0].imshow(normalize(x[0]))\n", + " ax[0].axis('off')\n", + " ax[1].bar(range(1000),res,width=3)\n", + " plt.show()\n", + "\n", + "plot_result(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Even though it may look like the probability of one of the classes is much higher than the others, it is still very low - look at the scale to see that actual probability is still around 5%.\n", + "\n", + "Now let's chose one target category (eg., **siamese cat**), and start adjusting the image using gradient descent. If $x$ is the input image, and $V$ is the VGG network, we will calculate the loss function $\\mathcal{L} = \\mathcal{L}(c,V(x))$ (where $c$ is the target category), and adjust $x$ using the following formula:\n", + "$$\n", + "x^{(i+1)} = x^{(i)} - \\eta{\\partial \\mathcal{L}\\over\\partial x}\n", + "$$\n", + "Loss function would be cross-entropy loss, because we are comparing two probability distributions. In our case, because the class is represented by a number, and not by one-hot encoded vector, we will use *sparse categorical cross-entropy*.\n", + "\n", + "We will repeat this process for several epochs, printing the image as we go.\n", + "\n", + "> It is better to execute this code on GPU-enabled compute, or reduce the number of epochs in order to minimize waiting time." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 900, loss: 0.5220473408699036\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "target = [284] # Siamese cat\n", + "\n", + "def cross_entropy_loss(target,res):\n", + " return tf.reduce_mean(keras.metrics.sparse_categorical_crossentropy(target,res))\n", + "\n", + "def optimize(x,target,epochs=1000,show_every=None,loss_fn=cross_entropy_loss, eta=1.0):\n", + " if show_every is None:\n", + " show_every = epochs // 10\n", + " for i in range(epochs):\n", + " with tf.GradientTape() as t:\n", + " res = model(x)\n", + " loss = loss_fn(target,res)\n", + " grads = t.gradient(loss,x)\n", + " x.assign_sub(eta*grads)\n", + " if i%show_every == 0:\n", + " clear_output(wait=True)\n", + " print(f\"Epoch: {i}, loss: {loss}\")\n", + " plt.imshow(normalize(x[0]))\n", + " plt.show()\n", + "\n", + "optimize(x,target)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class: 284 (Siamese cat, Siamese)\n", + "Probability of predicted class = 0.6449142098426819\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_result(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now have obtained an image that looks like a cat for a neural network, even though it still looks like a noise for us. If we optimize for a little bit longer - we are likeley to get the image of **ideal noisy cat**, which has probability close to 1.\n", + "\n", + "## Making Sense of Noise\n", + "\n", + "This noise does not make a lot of sense for us, but most probably it contains a lot of low-level filters that are typical for a cat. However, because there are very many ways to optimize input for the ideal result, the optimization algorithm is not motivated to find patterns that are visually comprehensible.\n", + "\n", + "To make this look a little bit less like a noise, we can introduce an additional term to the loss function - **variation loss**. It measures how similar neighboring pixels of the image are. If we add this term to our *loss function*, it will force the optimizer to find solutions with less noise, and thus having more recognizable details.\n", + "\n", + "> In practice, we need to balance between cross-entropy loss and variation loss to obtain good results. In our function, we introduce some numeric coefficients, and you can play with them and observe how image changes." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 900, loss: [27.257]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def total_loss(target,res):\n", + " return 10*tf.reduce_mean(keras.metrics.sparse_categorical_crossentropy(target,res)) + \\\n", + " 0.005*tf.image.total_variation(x,res)\n", + "\n", + "optimize(x,target,loss_fn=total_loss)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is the ideal image of a cat for our neural network, and we can also see some of the familiar features, such as eyes and ears. There are many of them, which makes neural network even more certain that this is a cat." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class: 284 (Siamese cat, Siamese)\n", + "Probability of predicted class = 0.9201651215553284\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_result(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's also see how some other object looks like for the VGG:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 900, loss: [29.59]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = tf.Variable(tf.random.normal((1,224,224,3)))\n", + "optimize(x,[340],loss_fn=total_loss) # zebra" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adversarial Attacks\n", + "\n", + "Since *ideal cat* image can look like a random noise, it suggests that we can maybe tweak any image in a little way so that it changes it's class. Let's experiment with this a little bit. We will start with an image of a dog:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = Image.open('images/dog-from-unsplash.jpg')\n", + "img = img.crop((200,20,600,420)).resize((224,224))\n", + "img = np.array(img)\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that this image is clearly recognized as a dog:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class: 171 (Italian greyhound)\n", + "Probability of predicted class = 0.9281901121139526\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_result(np.expand_dims(img,axis=0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we will use this image a starting point, and try to optimize it to become a cat:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 90, loss: 0.15769274532794952\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = tf.Variable(np.expand_dims(img,axis=0).astype(np.float32)/255.0)\n", + "optimize(x,target,epochs=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class: 284 (Siamese cat, Siamese)\n", + "Probability of predicted class = 0.8651191592216492\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_result(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, this image above is a perfect cat, from the point of view of VGG network!\n", + "\n", + "## Experimenting with ResNet\n", + "\n", + "Let's now see how this same image is classified by a different model, say, ResNet:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "model = keras.applications.ResNet50(weights='imagenet',include_top=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Since we used `model` as a global variable, from now on all functions will use ResNet instead of VGG" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class: 111 (nematode, nematode worm, roundworm)\n", + "Probability of predicted class = 0.13089127838611603\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_result(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apparenlty, the result is quite different. This is quite expected, because when optimizing for a cat we took into account the nature of VGG network, it's low-level filters, etc. Since ResNet has different filters, it gives different results. This gives us the idea of how we can protect ourselves from adversarial attacks - by using ensemble of different models.\n", + "\n", + "Let's see how the ideal zebra looks like for ResNet:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 450, loss: [46.166]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = tf.Variable(tf.random.normal((1,224,224,3)))\n", + "optimize(x,target=[340],epochs=500,loss_fn=total_loss)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class: 340 (zebra)\n", + "Probability of predicted class = 0.8876020312309265\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_result(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This picture is quite different, which tells us that the architecture of a neural network probably plays quite an important role in the way it recognizes objects.\n", + "\n", + "> **Task**: Try to perform adversarial attach on ResNet, and compare the results.\n", + "\n", + "## Using Different Optimizers\n", + "\n", + "In our example, we have been using the simplest optimization technique - gradient descent. However, Keras framework contains different built-in [optimizers](https://www.tensorflow.org/api_docs/python/tf/keras/optimizers), and we can use them instead of gradient descent. This will require very little change to our code - we will replace the part where we adjust input image `x.assign_sub(eta*grads)` with a call to `apply_gradients` function of the optimizer:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 900, loss: [41.451]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def optimize(x,target,epochs=1000,show_every=None,loss_fn=cross_entropy_loss,optimizer=keras.optimizers.SGD(learning_rate=1)):\n", + " if show_every is None:\n", + " show_every = epochs // 10\n", + " for i in range(epochs):\n", + " with tf.GradientTape() as t:\n", + " res = model(x)\n", + " loss = loss_fn(target,res)\n", + " grads = t.gradient(loss,x)\n", + " optimizer.apply_gradients([(grads,x)])\n", + " if i%show_every == 0:\n", + " clear_output(wait=True)\n", + " print(f\"Epoch: {i}, loss: {loss}\")\n", + " plt.imshow(normalize(x[0]))\n", + " plt.show()\n", + "\n", + "x = tf.Variable(tf.random.normal((1,224,224,3)))\n", + "\n", + "optimize(x,[898],loss_fn=total_loss) # water bottle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "We were able to visualize the ideal image of a cat (as well as any other objects) within pre-trained CNN, using gradient descent optimization to adjust the input image instead of weights. The main trick to get the image that makes some sense was to use variation loss as an additional loss function, which enforces the image to look smoother. " + ] + } + ], + "metadata": { + "interpreter": { + "hash": "16af2a8bbb083ea23e5e41c7f5787656b2ce26968575d8763f2c4b17f9cd711f" + }, + "kernelspec": { + "display_name": "ai4beg", + "language": "python", + "name": "conda-env-ai4beg-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/lessons/4-ComputerVision/08-TransferLearning/README.md b/lessons/4-ComputerVision/08-TransferLearning/README.md index 4df5f967..b4cd3f2a 100644 --- a/lessons/4-ComputerVision/08-TransferLearning/README.md +++ b/lessons/4-ComputerVision/08-TransferLearning/README.md @@ -33,6 +33,31 @@ Let's see transfer learning in action in corresponding notebooks: * [Transfer Learning - PyTorch](TransferLearningPyTorch.ipynb) * [Transfer Learning - TensorFlow](TransferLearningTF.ipynb) +## Visualizing Adversarial Cat + +Pre-trained neural network contains different patterns inside it's *brain*, including notions of **ideal cat** (as well as ideal dog, ideal zebra, etc.). It would be interesting to somehow **visualize this image**. However, it is not simple, because patterns are spread all over the network weights, and also organized in a hierarchical structure. + +One approach we can take is to start with a random image, and then try to use **gradient descent optimization** technique to adjust that image in such a way, that the network starts thinking that it's a cat. + +![Image Optimization Loop](images/ideal-cat-loop.png) + +However, if we do this, we will receive something very similar to a random noise. This is because *there are many ways to make network think the input image is a cat*, including some that do not make sense visually. While those images contain a lot of patterns typical for a cat, there is nothing to constrain them to be visually distinctive. + +To improve the result, we can add another term into the loss function, which is called **variation loss**. It is a metric that shows how similar neighboring pixels of the image are. Minimizing variation loss makes image smoother, and gets rid of noise - thus revealing more visually appealing patterns. Here is an example of such "ideal" images, that are classified as cat and as zebra with high probability: + +![Ideal Cat](images/ideal-cat.png) | ![Ideal Zebra](images/ideal-zebra.png) +-----|----- + *Ideal Cat* | *Ideal Zebra* + +Similar approach can be used to perform so-called **adversarial attacks** on a neural network. Suppose we want to fool a neural network and make a dog look like a cat. If we take dog's image, which is recognized by a network as a dog, we can then tweak it a little but using gradient descent optimization, until the network starts classifying it as a cat: + +![Picture of a Dog](images/dog-from-unsplash.jpg) | ![Picture of a dog classified as a cat](images/adversarial-dog.png) +-----|----- +*Original picture of a dog* | *Picture of a dog classified as a cat* + +See the code to reproduce the results above in the following notebook: + +* [Ideal and Adversarial Cat - TensorFlow](AdversarialCat_TF.ipynb) ## Conclusion Using transfer learning, you are able to quickly put together a classifier for a custom object classification task and achieve high accuracy. You can see that more complex tasks that we are solving now require higher computational power, and cannot be easily solved on the CPU. In the next unit, we will try to use a more lightweight implementation to train the same model using lower compute resources, which results in just slightly lower accuracy. diff --git a/lessons/4-ComputerVision/08-TransferLearning/imagenet_classes.json b/lessons/4-ComputerVision/08-TransferLearning/imagenet_classes.json new file mode 100644 index 00000000..dc06e31f --- /dev/null +++ b/lessons/4-ComputerVision/08-TransferLearning/imagenet_classes.json @@ -0,0 +1,1000 @@ +["tench, Tinca tinca", + "goldfish, Carassius auratus", + "great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias", + "tiger shark, Galeocerdo cuvieri", + "hammerhead, hammerhead shark", + "electric ray, crampfish, numbfish, torpedo", + "stingray", + "cock", + "hen", + "ostrich, Struthio camelus", + "brambling, Fringilla montifringilla", + "goldfinch, Carduelis carduelis", + "house finch, linnet, Carpodacus mexicanus", + "junco, snowbird", + "indigo bunting, indigo finch, indigo bird, Passerina cyanea", + "robin, American robin, Turdus migratorius", + "bulbul", + "jay", + "magpie", + "chickadee", + "water ouzel, dipper", + "kite", + "bald eagle, American eagle, Haliaeetus leucocephalus", + "vulture", + "great grey owl, great gray owl, Strix nebulosa", + "European fire salamander, Salamandra salamandra", + "common newt, Triturus vulgaris", + "eft", + "spotted salamander, Ambystoma maculatum", + "axolotl, mud puppy, Ambystoma mexicanum", + "bullfrog, Rana catesbeiana", + "tree frog, tree-frog", + "tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui", + "loggerhead, loggerhead turtle, Caretta caretta", + "leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea", + "mud turtle", + "terrapin", + "box turtle, box tortoise", + "banded gecko", + "common iguana, iguana, Iguana iguana", + "American chameleon, anole, Anolis carolinensis", + "whiptail, whiptail lizard", + "agama", + "frilled lizard, Chlamydosaurus kingi", + "alligator lizard", + "Gila monster, Heloderma suspectum", + "green lizard, Lacerta viridis", + "African chameleon, Chamaeleo chamaeleon", + "Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis", + "African crocodile, Nile crocodile, Crocodylus niloticus", + "American alligator, Alligator mississipiensis", + "triceratops", + "thunder snake, worm snake, Carphophis amoenus", + "ringneck snake, ring-necked snake, ring snake", + "hognose snake, puff adder, sand viper", + "green snake, grass snake", + "king snake, kingsnake", + "garter snake, grass snake", + "water snake", + "vine snake", + "night snake, Hypsiglena torquata", + "boa constrictor, Constrictor constrictor", + "rock python, rock snake, Python sebae", + "Indian cobra, Naja naja", + "green mamba", + "sea snake", + "horned viper, cerastes, sand viper, horned asp, Cerastes cornutus", + "diamondback, diamondback rattlesnake, Crotalus adamanteus", + "sidewinder, horned rattlesnake, Crotalus cerastes", + "trilobite", + "harvestman, daddy longlegs, Phalangium opilio", + "scorpion", + "black and gold garden spider, Argiope aurantia", + "barn spider, Araneus cavaticus", + "garden spider, Aranea diademata", + "black widow, Latrodectus mactans", + "tarantula", + "wolf spider, hunting spider", + "tick", + "centipede", + "black grouse", + "ptarmigan", + "ruffed grouse, partridge, Bonasa umbellus", + "prairie chicken, prairie grouse, prairie fowl", + "peacock", + "quail", + "partridge", + "African grey, African gray, Psittacus erithacus", + "macaw", + "sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita", + "lorikeet", + "coucal", + "bee eater", + "hornbill", + "hummingbird", + "jacamar", + "toucan", + "drake", + "red-breasted merganser, Mergus serrator", + "goose", + "black swan, Cygnus atratus", + "tusker", + "echidna, spiny anteater, anteater", + "platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus", + "wallaby, brush kangaroo", + "koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus", + "wombat", + "jellyfish", + "sea anemone, anemone", + "brain coral", + "flatworm, platyhelminth", + "nematode, nematode worm, roundworm", + "conch", + "snail", + "slug", + "sea slug, nudibranch", + "chiton, coat-of-mail shell, sea cradle, polyplacophore", + "chambered nautilus, pearly nautilus, nautilus", + "Dungeness crab, Cancer magister", + "rock crab, Cancer irroratus", + "fiddler crab", + "king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica", + "American lobster, Northern lobster, Maine lobster, Homarus americanus", + "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish", + "crayfish, crawfish, crawdad, crawdaddy", + "hermit crab", + "isopod", + "white stork, Ciconia ciconia", + "black stork, Ciconia nigra", + "spoonbill", + "flamingo", + "little blue heron, Egretta caerulea", + "American egret, great white heron, Egretta albus", + "bittern", + "crane", + "limpkin, Aramus pictus", + "European gallinule, Porphyrio porphyrio", + "American coot, marsh hen, mud hen, water hen, Fulica americana", + "bustard", + "ruddy turnstone, Arenaria interpres", + "red-backed sandpiper, dunlin, Erolia alpina", + "redshank, Tringa totanus", + "dowitcher", + "oystercatcher, oyster catcher", + "pelican", + "king penguin, Aptenodytes patagonica", + "albatross, mollymawk", + "grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus", + "killer whale, killer, orca, grampus, sea wolf, Orcinus orca", + "dugong, Dugong dugon", + "sea lion", + "Chihuahua", + "Japanese spaniel", + "Maltese dog, Maltese terrier, Maltese", + "Pekinese, Pekingese, Peke", + "Shih-Tzu", + "Blenheim spaniel", + "papillon", + "toy terrier", + "Rhodesian ridgeback", + "Afghan hound, Afghan", + "basset, basset hound", + "beagle", + "bloodhound, sleuthhound", + "bluetick", + "black-and-tan coonhound", + "Walker hound, Walker foxhound", + "English foxhound", + "redbone", + "borzoi, Russian wolfhound", + "Irish wolfhound", + "Italian greyhound", + "whippet", + "Ibizan hound, Ibizan Podenco", + "Norwegian elkhound, elkhound", + "otterhound, otter hound", + "Saluki, gazelle hound", + "Scottish deerhound, deerhound", + "Weimaraner", + "Staffordshire bullterrier, Staffordshire bull terrier", + "American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier", + "Bedlington terrier", + "Border terrier", + "Kerry blue terrier", + "Irish terrier", + "Norfolk terrier", + "Norwich terrier", + "Yorkshire terrier", + "wire-haired fox terrier", + "Lakeland terrier", + "Sealyham terrier, Sealyham", + "Airedale, Airedale terrier", + "cairn, cairn terrier", + "Australian terrier", + "Dandie Dinmont, Dandie Dinmont terrier", + "Boston bull, Boston terrier", + "miniature schnauzer", + "giant schnauzer", + "standard schnauzer", + "Scotch terrier, Scottish terrier, Scottie", + "Tibetan terrier, chrysanthemum dog", + "silky terrier, Sydney silky", + "soft-coated wheaten terrier", + "West Highland white terrier", + "Lhasa, Lhasa apso", + "flat-coated retriever", + "curly-coated retriever", + "golden retriever", + "Labrador retriever", + "Chesapeake Bay retriever", + "German short-haired pointer", + "vizsla, Hungarian pointer", + "English setter", + "Irish setter, red setter", + "Gordon setter", + "Brittany spaniel", + "clumber, clumber spaniel", + "English springer, English springer spaniel", + "Welsh springer spaniel", + "cocker spaniel, English cocker spaniel, cocker", + "Sussex spaniel", + "Irish water spaniel", + "kuvasz", + "schipperke", + "groenendael", + "malinois", + "briard", + "kelpie", + "komondor", + "Old English sheepdog, bobtail", + "Shetland sheepdog, Shetland sheep dog, Shetland", + "collie", + "Border collie", + "Bouvier des Flandres, Bouviers des Flandres", + "Rottweiler", + "German shepherd, German shepherd dog, German police dog, alsatian", + "Doberman, Doberman pinscher", + "miniature pinscher", + "Greater Swiss Mountain dog", + "Bernese mountain dog", + "Appenzeller", + "EntleBucher", + "boxer", + "bull mastiff", + "Tibetan mastiff", + "French bulldog", + "Great Dane", + "Saint Bernard, St Bernard", + "Eskimo dog, husky", + "malamute, malemute, Alaskan malamute", + "Siberian husky", + "dalmatian, coach dog, carriage dog", + "affenpinscher, monkey pinscher, monkey dog", + "basenji", + "pug, pug-dog", + "Leonberg", + "Newfoundland, Newfoundland dog", + "Great Pyrenees", + "Samoyed, Samoyede", + "Pomeranian", + "chow, chow chow", + "keeshond", + "Brabancon griffon", + "Pembroke, Pembroke Welsh corgi", + "Cardigan, Cardigan Welsh corgi", + "toy poodle", + "miniature poodle", + "standard poodle", + "Mexican hairless", + "timber wolf, grey wolf, gray wolf, Canis lupus", + "white wolf, Arctic wolf, Canis lupus tundrarum", + "red wolf, maned wolf, Canis rufus, Canis niger", + "coyote, prairie wolf, brush wolf, Canis latrans", + "dingo, warrigal, warragal, Canis dingo", + "dhole, Cuon alpinus", + "African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus", + "hyena, hyaena", + "red fox, Vulpes vulpes", + "kit fox, Vulpes macrotis", + "Arctic fox, white fox, Alopex lagopus", + "grey fox, gray fox, Urocyon cinereoargenteus", + "tabby, tabby cat", + "tiger cat", + "Persian cat", + "Siamese cat, Siamese", + "Egyptian cat", + "cougar, puma, catamount, mountain lion, painter, panther, Felis concolor", + "lynx, catamount", + "leopard, Panthera pardus", + "snow leopard, ounce, Panthera uncia", + "jaguar, panther, Panthera onca, Felis onca", + "lion, king of beasts, Panthera leo", + "tiger, Panthera tigris", + "cheetah, chetah, Acinonyx jubatus", + "brown bear, bruin, Ursus arctos", + "American black bear, black bear, Ursus americanus, Euarctos americanus", + "ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus", + "sloth bear, Melursus ursinus, Ursus ursinus", + "mongoose", + "meerkat, mierkat", + "tiger beetle", + "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle", + "ground beetle, carabid beetle", + "long-horned beetle, longicorn, longicorn beetle", + "leaf beetle, chrysomelid", + "dung beetle", + "rhinoceros beetle", + "weevil", + "fly", + "bee", + "ant, emmet, pismire", + "grasshopper, hopper", + "cricket", + "walking stick, walkingstick, stick insect", + "cockroach, roach", + "mantis, mantid", + "cicada, cicala", + "leafhopper", + "lacewing, lacewing fly", + "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk", + "damselfly", + "admiral", + "ringlet, ringlet butterfly", + "monarch, monarch butterfly, milkweed butterfly, Danaus plexippus", + "cabbage butterfly", + "sulphur butterfly, sulfur butterfly", + "lycaenid, lycaenid butterfly", + "starfish, sea star", + "sea urchin", + "sea cucumber, holothurian", + "wood rabbit, cottontail, cottontail rabbit", + "hare", + "Angora, Angora rabbit", + "hamster", + "porcupine, hedgehog", + "fox squirrel, eastern fox squirrel, Sciurus niger", + "marmot", + "beaver", + "guinea pig, Cavia cobaya", + "sorrel", + "zebra", + "hog, pig, grunter, squealer, Sus scrofa", + "wild boar, boar, Sus scrofa", + "warthog", + "hippopotamus, hippo, river horse, Hippopotamus amphibius", + "ox", + "water buffalo, water ox, Asiatic buffalo, Bubalus bubalis", + "bison", + "ram, tup", + "bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis", + "ibex, Capra ibex", + "hartebeest", + "impala, Aepyceros melampus", + "gazelle", + "Arabian camel, dromedary, Camelus dromedarius", + "llama", + "weasel", + "mink", + "polecat, fitch, foulmart, foumart, Mustela putorius", + "black-footed ferret, ferret, Mustela nigripes", + "otter", + "skunk, polecat, wood pussy", + "badger", + "armadillo", + "three-toed sloth, ai, Bradypus tridactylus", + "orangutan, orang, orangutang, Pongo pygmaeus", + "gorilla, Gorilla gorilla", + "chimpanzee, chimp, Pan troglodytes", + "gibbon, Hylobates lar", + "siamang, Hylobates syndactylus, Symphalangus syndactylus", + "guenon, guenon monkey", + "patas, hussar monkey, Erythrocebus patas", + "baboon", + "macaque", + "langur", + "colobus, colobus monkey", + "proboscis monkey, Nasalis larvatus", + "marmoset", + "capuchin, ringtail, Cebus capucinus", + "howler monkey, howler", + "titi, titi monkey", + "spider monkey, Ateles geoffroyi", + "squirrel monkey, Saimiri sciureus", + "Madagascar cat, ring-tailed lemur, Lemur catta", + "indri, indris, Indri indri, Indri brevicaudatus", + "Indian elephant, Elephas maximus", + "African elephant, Loxodonta africana", + "lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens", + "giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca", + "barracouta, snoek", + "eel", + "coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch", + "rock beauty, Holocanthus tricolor", + "anemone fish", + "sturgeon", + "gar, garfish, garpike, billfish, Lepisosteus osseus", + "lionfish", + "puffer, pufferfish, blowfish, globefish", + "abacus", + "abaya", + "academic gown, academic robe, judge's robe", + "accordion, piano accordion, squeeze box", + "acoustic guitar", + "aircraft carrier, carrier, flattop, attack aircraft carrier", + "airliner", + "airship, dirigible", + "altar", + "ambulance", + "amphibian, amphibious vehicle", + "analog clock", + "apiary, bee house", + "apron", + "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin", + "assault rifle, assault gun", + "backpack, back pack, knapsack, packsack, rucksack, haversack", + "bakery, bakeshop, bakehouse", + "balance beam, beam", + "balloon", + "ballpoint, ballpoint pen, ballpen, Biro", + "Band Aid", + "banjo", + "bannister, banister, balustrade, balusters, handrail", + "barbell", + "barber chair", + "barbershop", + "barn", + "barometer", + "barrel, cask", + "barrow, garden cart, lawn cart, wheelbarrow", + "baseball", + "basketball", + "bassinet", + "bassoon", + "bathing cap, swimming cap", + "bath towel", + "bathtub, bathing tub, bath, tub", + "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon", + "beacon, lighthouse, beacon light, pharos", + "beaker", + "bearskin, busby, shako", + "beer bottle", + "beer glass", + "bell cote, bell cot", + "bib", + "bicycle-built-for-two, tandem bicycle, tandem", + "bikini, two-piece", + "binder, ring-binder", + "binoculars, field glasses, opera glasses", + "birdhouse", + "boathouse", + "bobsled, bobsleigh, bob", + "bolo tie, bolo, bola tie, bola", + "bonnet, poke bonnet", + "bookcase", + "bookshop, bookstore, bookstall", + "bottlecap", + "bow", + "bow tie, bow-tie, bowtie", + "brass, memorial tablet, plaque", + "brassiere, bra, bandeau", + "breakwater, groin, groyne, mole, bulwark, seawall, jetty", + "breastplate, aegis, egis", + "broom", + "bucket, pail", + "buckle", + "bulletproof vest", + "bullet train, bullet", + "butcher shop, meat market", + "cab, hack, taxi, taxicab", + "caldron, cauldron", + "candle, taper, wax light", + "cannon", + "canoe", + "can opener, tin opener", + "cardigan", + "car mirror", + "carousel, carrousel, merry-go-round, roundabout, whirligig", + "carpenter's kit, tool kit", + "carton", + "car wheel", + "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM", + "cassette", + "cassette player", + "castle", + "catamaran", + "CD player", + "cello, violoncello", + "cellular telephone, cellular phone, cellphone, cell, mobile phone", + "chain", + "chainlink fence", + "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour", + "chain saw, chainsaw", + "chest", + "chiffonier, commode", + "chime, bell, gong", + "china cabinet, china closet", + "Christmas stocking", + "church, church building", + "cinema, movie theater, movie theatre, movie house, picture palace", + "cleaver, meat cleaver, chopper", + "cliff dwelling", + "cloak", + "clog, geta, patten, sabot", + "cocktail shaker", + "coffee mug", + "coffeepot", + "coil, spiral, volute, whorl, helix", + "combination lock", + "computer keyboard, keypad", + "confectionery, confectionary, candy store", + "container ship, containership, container vessel", + "convertible", + "corkscrew, bottle screw", + "cornet, horn, trumpet, trump", + "cowboy boot", + "cowboy hat, ten-gallon hat", + "cradle", + "crane", + "crash helmet", + "crate", + "crib, cot", + "Crock Pot", + "croquet ball", + "crutch", + "cuirass", + "dam, dike, dyke", + "desk", + "desktop computer", + "dial telephone, dial phone", + "diaper, nappy, napkin", + "digital clock", + "digital watch", + "dining table, board", + "dishrag, dishcloth", + "dishwasher, dish washer, dishwashing machine", + "disk brake, disc brake", + "dock, dockage, docking facility", + "dogsled, dog sled, dog sleigh", + "dome", + "doormat, welcome mat", + "drilling platform, offshore rig", + "drum, membranophone, tympan", + "drumstick", + "dumbbell", + "Dutch oven", + "electric fan, blower", + "electric guitar", + "electric locomotive", + "entertainment center", + "envelope", + "espresso maker", + "face powder", + "feather boa, boa", + "file, file cabinet, filing cabinet", + "fireboat", + "fire engine, fire truck", + "fire screen, fireguard", + "flagpole, flagstaff", + "flute, transverse flute", + "folding chair", + "football helmet", + "forklift", + "fountain", + "fountain pen", + "four-poster", + "freight car", + "French horn, horn", + "frying pan, frypan, skillet", + "fur coat", + "garbage truck, dustcart", + "gasmask, respirator, gas helmet", + "gas pump, gasoline pump, petrol pump, island dispenser", + "goblet", + "go-kart", + "golf ball", + "golfcart, golf cart", + "gondola", + "gong, tam-tam", + "gown", + "grand piano, grand", + "greenhouse, nursery, glasshouse", + "grille, radiator grille", + "grocery store, grocery, food market, market", + "guillotine", + "hair slide", + "hair spray", + "half track", + "hammer", + "hamper", + "hand blower, blow dryer, blow drier, hair dryer, hair drier", + "hand-held computer, hand-held microcomputer", + "handkerchief, hankie, hanky, hankey", + "hard disc, hard disk, fixed disk", + "harmonica, mouth organ, harp, mouth harp", + "harp", + "harvester, reaper", + "hatchet", + "holster", + "home theater, home theatre", + "honeycomb", + "hook, claw", + "hoopskirt, crinoline", + "horizontal bar, high bar", + "horse cart, horse-cart", + "hourglass", + "iPod", + "iron, smoothing iron", + "jack-o-lantern", + "jean, blue jean, denim", + "jeep, landrover", + "jersey, T-shirt, tee shirt", + "jigsaw puzzle", + "jinrikisha, ricksha, rickshaw", + "joystick", + "kimono", + "knee pad", + "knot", + "lab coat, laboratory coat", + "ladle", + "lampshade, lamp shade", + "laptop, laptop computer", + "lawn mower, mower", + "lens cap, lens cover", + "letter opener, paper knife, paperknife", + "library", + "lifeboat", + "lighter, light, igniter, ignitor", + "limousine, limo", + "liner, ocean liner", + "lipstick, lip rouge", + "Loafer", + "lotion", + "loudspeaker, speaker, speaker unit, loudspeaker system, speaker system", + "loupe, jeweler's loupe", + "lumbermill, sawmill", + "magnetic compass", + "mailbag, postbag", + "mailbox, letter box", + "maillot", + "maillot, tank suit", + "manhole cover", + "maraca", + "marimba, xylophone", + "mask", + "matchstick", + "maypole", + "maze, labyrinth", + "measuring cup", + "medicine chest, medicine cabinet", + "megalith, megalithic structure", + "microphone, mike", + "microwave, microwave oven", + "military uniform", + "milk can", + "minibus", + "miniskirt, mini", + "minivan", + "missile", + "mitten", + "mixing bowl", + "mobile home, manufactured home", + "Model T", + "modem", + "monastery", + "monitor", + "moped", + "mortar", + "mortarboard", + "mosque", + "mosquito net", + "motor scooter, scooter", + "mountain bike, all-terrain bike, off-roader", + "mountain tent", + "mouse, computer mouse", + "mousetrap", + "moving van", + "muzzle", + "nail", + "neck brace", + "necklace", + "nipple", + "notebook, notebook computer", + "obelisk", + "oboe, hautboy, hautbois", + "ocarina, sweet potato", + "odometer, hodometer, mileometer, milometer", + "oil filter", + "organ, pipe organ", + "oscilloscope, scope, cathode-ray oscilloscope, CRO", + "overskirt", + "oxcart", + "oxygen mask", + "packet", + "paddle, boat paddle", + "paddlewheel, paddle wheel", + "padlock", + "paintbrush", + "pajama, pyjama, pj's, jammies", + "palace", + "panpipe, pandean pipe, syrinx", + "paper towel", + "parachute, chute", + "parallel bars, bars", + "park bench", + "parking meter", + "passenger car, coach, carriage", + "patio, terrace", + "pay-phone, pay-station", + "pedestal, plinth, footstall", + "pencil box, pencil case", + "pencil sharpener", + "perfume, essence", + "Petri dish", + "photocopier", + "pick, plectrum, plectron", + "pickelhaube", + "picket fence, paling", + "pickup, pickup truck", + "pier", + "piggy bank, penny bank", + "pill bottle", + "pillow", + "ping-pong ball", + "pinwheel", + "pirate, pirate ship", + "pitcher, ewer", + "plane, carpenter's plane, woodworking plane", + "planetarium", + "plastic bag", + "plate rack", + "plow, plough", + "plunger, plumber's helper", + "Polaroid camera, Polaroid Land camera", + "pole", + "police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria", + "poncho", + "pool table, billiard table, snooker table", + "pop bottle, soda bottle", + "pot, flowerpot", + "potter's wheel", + "power drill", + "prayer rug, prayer mat", + "printer", + "prison, prison house", + "projectile, missile", + "projector", + "puck, hockey puck", + "punching bag, punch bag, punching ball, punchball", + "purse", + "quill, quill pen", + "quilt, comforter, comfort, puff", + "racer, race car, racing car", + "racket, racquet", + "radiator", + "radio, wireless", + "radio telescope, radio reflector", + "rain barrel", + "recreational vehicle, RV, R.V.", + "reel", + "reflex camera", + "refrigerator, icebox", + "remote control, remote", + "restaurant, eating house, eating place, eatery", + "revolver, six-gun, six-shooter", + "rifle", + "rocking chair, rocker", + "rotisserie", + "rubber eraser, rubber, pencil eraser", + "rugby ball", + "rule, ruler", + "running shoe", + "safe", + "safety pin", + "saltshaker, salt shaker", + "sandal", + "sarong", + "sax, saxophone", + "scabbard", + "scale, weighing machine", + "school bus", + "schooner", + "scoreboard", + "screen, CRT screen", + "screw", + "screwdriver", + "seat belt, seatbelt", + "sewing machine", + "shield, buckler", + "shoe shop, shoe-shop, shoe store", + "shoji", + "shopping basket", + "shopping cart", + "shovel", + "shower cap", + "shower curtain", + "ski", + "ski mask", + "sleeping bag", + "slide rule, slipstick", + "sliding door", + "slot, one-armed bandit", + "snorkel", + "snowmobile", + "snowplow, snowplough", + "soap dispenser", + "soccer ball", + "sock", + "solar dish, solar collector, solar furnace", + "sombrero", + "soup bowl", + "space bar", + "space heater", + "space shuttle", + "spatula", + "speedboat", + "spider web, spider's web", + "spindle", + "sports car, sport car", + "spotlight, spot", + "stage", + "steam locomotive", + "steel arch bridge", + "steel drum", + "stethoscope", + "stole", + "stone wall", + "stopwatch, stop watch", + "stove", + "strainer", + "streetcar, tram, tramcar, trolley, trolley car", + "stretcher", + "studio couch, day bed", + "stupa, tope", + "submarine, pigboat, sub, U-boat", + "suit, suit of clothes", + "sundial", + "sunglass", + "sunglasses, dark glasses, shades", + "sunscreen, sunblock, sun blocker", + "suspension bridge", + "swab, swob, mop", + "sweatshirt", + "swimming trunks, bathing trunks", + "swing", + "switch, electric switch, electrical switch", + "syringe", + "table lamp", + "tank, army tank, armored combat vehicle, armoured combat vehicle", + "tape player", + "teapot", + "teddy, teddy bear", + "television, television system", + "tennis ball", + "thatch, thatched roof", + "theater curtain, theatre curtain", + "thimble", + "thresher, thrasher, threshing machine", + "throne", + "tile roof", + "toaster", + "tobacco shop, tobacconist shop, tobacconist", + "toilet seat", + "torch", + "totem pole", + "tow truck, tow car, wrecker", + "toyshop", + "tractor", + "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi", + "tray", + "trench coat", + "tricycle, trike, velocipede", + "trimaran", + "tripod", + "triumphal arch", + "trolleybus, trolley coach, trackless trolley", + "trombone", + "tub, vat", + "turnstile", + "typewriter keyboard", + "umbrella", + "unicycle, monocycle", + "upright, upright piano", + "vacuum, vacuum cleaner", + "vase", + "vault", + "velvet", + "vending machine", + "vestment", + "viaduct", + "violin, fiddle", + "volleyball", + "waffle iron", + "wall clock", + "wallet, billfold, notecase, pocketbook", + "wardrobe, closet, press", + "warplane, military plane", + "washbasin, handbasin, washbowl, lavabo, wash-hand basin", + "washer, automatic washer, washing machine", + "water bottle", + "water jug", + "water tower", + "whiskey jug", + "whistle", + "wig", + "window screen", + "window shade", + "Windsor tie", + "wine bottle", + "wing", + "wok", + "wooden spoon", + "wool, woolen, woollen", + "worm fence, snake fence, snake-rail fence, Virginia fence", + "wreck", + "yawl", + "yurt", + "web site, website, internet site, site", + "comic book", + "crossword puzzle, crossword", + "street sign", + "traffic light, traffic signal, stoplight", + "book jacket, dust cover, dust jacket, dust wrapper", + "menu", + "plate", + "guacamole", + "consomme", + "hot pot, hotpot", + "trifle", + "ice cream, icecream", + "ice lolly, lolly, lollipop, popsicle", + "French loaf", + "bagel, beigel", + "pretzel", + "cheeseburger", + "hotdog, hot dog, red hot", + "mashed potato", + "head cabbage", + "broccoli", + "cauliflower", + "zucchini, courgette", + "spaghetti squash", + "acorn squash", + "butternut squash", + "cucumber, cuke", + "artichoke, globe artichoke", + "bell pepper", + "cardoon", + "mushroom", + "Granny Smith", + "strawberry", + "orange", + "lemon", + "fig", + "pineapple, ananas", + "banana", + "jackfruit, jak, jack", + "custard apple", + "pomegranate", + "hay", + "carbonara", + "chocolate sauce, chocolate syrup", + "dough", + "meat loaf, meatloaf", + "pizza, pizza pie", + "potpie", + "burrito", + "red wine", + "espresso", + "cup", + "eggnog", + "alp", + "bubble", + "cliff, drop, drop-off", + "coral reef", + "geyser", + "lakeside, lakeshore", + "promontory, headland, head, foreland", + "sandbar, sand bar", + "seashore, coast, seacoast, sea-coast", + "valley, vale", + "volcano", + "ballplayer, baseball player", + "groom, bridegroom", + "scuba diver", + "rapeseed", + "daisy", + "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum", + "corn", + "acorn", + "hip, rose hip, rosehip", + "buckeye, horse chestnut, conker", + "coral fungus", + "agaric", + "gyromitra", + 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