{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Convolutions and deep neural networks\n", "\n", "After we introduced the basics of neural networks via fully connected neural networks we will take a look at a new type of neural network, called *Convolutional neural networks* (CNN).\n", "CNNs helped the fame of neural networks a lot as they outperformed existing algorithms on object detection or face recognition *\"over night\"* - this was a reason more and more people took a look at neural networks and also introduced the notion of *deep learning*.\n", "\n", "Before we will take a look at how to build and learn such a CNN we will take a look at how they differ from the formely discussed fully connected neural networks.\n", "For our MNIST example we converted the $28 \\times 28$ pixel image into a $784$ dimensional vector as the input of such a neural network needs to be a vector.\n", "But while flattening the 2 dimennsional image into a 1 line of numbers we loose spatial structure and connectedness which is important when working on visual data.\n", "And right at the beginning of the neural network is where a CNN differs: Instead of just processing vectors a CNN can process tensors (tensor = *\"a multidimensional array\"*) and we can therefore preserve the spatial structure of our data.\n", "\n", "Before we take a look at how a CNN works we will take a look at convolutions first." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from keras import layers\n", "from scipy import misc\n", "from scipy import signal\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "\n", "mpl.rcParams['figure.figsize'] = (15, 5)\n", "\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convolutions\n", "\n", "A convolution is simply a multiplication of a matrix $A$ with a *filter* which is also a matrix $F$.\n", "Often the size of the filter is much smaller than our input image, therefore we use a *sliding window* approach to slide our filter over the whole image.\n", "Think of it like using a small magnifier glass to scan over the whole picture, but instead of a maginfier glass we use a mathematical operation (a matrix is actually just that) on the section of the image.\n", "\n", "$$\n", "AF\n", "$$\n", "\n", "We can take a look at how different filters modify our input image." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get an image which is availabile in scipy\n", "ascent = misc.ascent()\n", "plt.imshow(ascent, cmap='gray')\n", "plt.axis('off');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filter = np.array([\n", "\t[-3, 0, 3],\n", "\t[-10, 0, +10],\n", "\t[-3, 0, +3],\n", "])\n", "filtered_image = signal.convolve2d(ascent, filter)\n", "plt.imshow(filtered_image, cmap='gray')\n", "plt.axis('off');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filter = np.array([\n", "\t[-6, -6, -6],\n", "\t[0, 0, 0],\n", "\t[6, 6, 6],\n", "])\n", "filtered_image = signal.convolve2d(ascent, filter)\n", "plt.imshow(filtered_image, cmap='gray')\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that with different kind of filters we can obtain different view on a picture.\n", "Here we only took a look at filters who perform something like an edge detection but there are also possibillities to also create blurring filters.\n", "For some examples see [Kernels](https://en.wikipedia.org/wiki/Kernel_(image_processing)) in image processing.\n", "\n", "One thing we have not talked about yet is the sliding of our filter across the image.\n", "What happens on the corners (called *padding*)?\n", "And also what happens if we change the size of the steps (called *stride*) we use to slide the filter over our image?\n", "Modifying these parameters allows us modify the output size of our convolution and is called [convolutional arithmetic](https://github.com/vdumoulin/conv_arithmetic).\n", "For example using a stride size of 1 but not exceeding the boundaries (*padding* ) of our image (blue) will result in a smaller output (green).\n", "\n", "![Blue maps are inputs, and cyan maps are outputs](https://raw.githubusercontent.com/vdumoulin/conv_arithmetic/master/gif/no_padding_no_strides.gif)\n", "\n", "Source: [https://github.com/vdumoulin/conv_arithmetic](https://github.com/vdumoulin/conv_arithmetic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convolutional neural networks\n", "\n", "Where in a fully connected neural networks the weights of the neurons gets adjusted during training we can use this method to *train* covolution filters that extract relevant information out of the image.\n", "\n", "```{todo}\n", " explain padding = same\n", "```\n", "\n", "Instead of just using one filter for the whole image we can use multiple filters which add a new dimension to our data.\n", "If our image data is $28 \\times 28$ and passed into a 32 *filters* with a $3 \\times 3$ *kernel* with *stride=2* and *padding=same* we get\n", "\n", "$$\n", "\\underbrace{n}_{\\text{\\# images}} \\times \\underbrace{28\\times28}_{\\text{image size}} \\overbrace{\\Rightarrow}^{\\text{convolution with 32 filters}} \\underbrace{n}_{\\text{\\# images}} \\times \\underbrace{14 \\times 14}_{\\text{image size / stride size}} \\times \\underbrace{32}_{\\text{\\# filters}}\n", "$$\n", "\n", "In each layer of our neural network we tend to reduce the dimensions of our original image while increasing the dimensions of our filters of the convolutions.\n", "This behaviour is called *going deep* and accounts for the term *deep learning*.\n", "\n", "A real world example for this technique is used in e.g. [ResNet](https://arxiv.org/abs/1512.03385v1) which was used as a reference network for different problems in computer vision (although this paper became famous because it introduced residual connections which allowed to train such deep networks).\n", "Each block in the graphic is a convolution, reaching at the end a $3 \\times 3 \\times 512$ dimensional state which is then flattened (as before with our image in the fully connected network).\n", "The idea is that the convolutional layers extract information out of the image and the last fully connected layer(s) are using the extracted information out of the convolutional layers to extract the image.\n", "\n", "![Building blocks of resnet](resnet.png)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()\n", "# add dim b/c of convolution\n", "# scale data from [0,255] to [0,1] for better training\n", "x_train_cnn = x_train[:, :, :, np.newaxis] / 255.0\n", "x_test_cnn = x_test[:, :, :, np.newaxis] / 255.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now define our neural network with convolutional and max pooling layers.\n", "Max pooling layers slide across the image like a convolutional layer but instead of trying to train filters they will only output the maximum value within its window, e.g.\n", "\n", "$$\n", "\\text{max pool} \\left( \\begin{bmatrix}\n", "0 & 2\\\\\n", "1 & 0\n", "\\end{bmatrix} \\right)\n", "= 2\n", "$$\n", "\n", "This layer is often used to reduce the dimensions of our input, narrowing it for the input of the next layer.\n", "\n", "It is best to understand the output shape of all layers on the summary below." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"cnn\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " conv2d (Conv2D) (None, 28, 28, 32) 320 \n", " \n", " max_pooling2d (MaxPooling2D (None, 14, 14, 32) 0 \n", " ) \n", " \n", " conv2d_1 (Conv2D) (None, 14, 14, 64) 18496 \n", " \n", " max_pooling2d_1 (MaxPooling (None, 7, 7, 64) 0 \n", " 2D) \n", " \n", " flatten (Flatten) (None, 3136) 0 \n", " \n", " dense (Dense) (None, 64) 200768 \n", " \n", " dropout (Dropout) (None, 64) 0 \n", " \n", " dense_1 (Dense) (None, 10) 650 \n", " \n", "=================================================================\n", "Total params: 220,234\n", "Trainable params: 220,234\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-12-05 17:19:04.018118: 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" ] } ], "source": [ "cnn_model = keras.models.Sequential([\n", " layers.Input(shape=(28, 28, 1)),\n", " layers.Conv2D(32, kernel_size=(3, 3), padding='same', activation='relu'),\n", " # max pooling is a special kind of layer which only takes the\n", " # max values in its pool size which is slided over the tensors\n", " layers.MaxPooling2D(pool_size=(2, 2)),\n", " layers.Conv2D(64, kernel_size=(3, 3), padding='same', activation='relu'),\n", " layers.MaxPooling2D(pool_size=(2, 2)),\n", " layers.Flatten(),\n", " layers.Dense(64),\n", " layers.Dropout(0.5),\n", " layers.Dense(10),\n", "], name=\"cnn\")\n", "\n", "cnn_model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with our fully connected layer we will need to determine how the weights (so the values of our filters in the convolution) should be trained/adjusted according to our traning data.\n", "We will use the same settings as with the fully connected network." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "cnn_model.compile(\n", " optimizer=tf.keras.optimizers.Adam(),\n", " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", " metrics='accuracy'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will train the network." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "235/235 [==============================] - 13s 53ms/step - loss: 0.3311 - accuracy: 0.8998\n", "Epoch 2/10\n", "235/235 [==============================] - 13s 55ms/step - loss: 0.0932 - accuracy: 0.9724\n", "Epoch 3/10\n", "235/235 [==============================] - 14s 58ms/step - loss: 0.0696 - accuracy: 0.9788\n", "Epoch 4/10\n", "235/235 [==============================] - 14s 61ms/step - loss: 0.0557 - accuracy: 0.9830\n", "Epoch 5/10\n", "235/235 [==============================] - 15s 63ms/step - loss: 0.0457 - accuracy: 0.9856\n", "Epoch 6/10\n", "235/235 [==============================] - 15s 64ms/step - loss: 0.0422 - accuracy: 0.9869\n", "Epoch 7/10\n", "235/235 [==============================] - 15s 65ms/step - loss: 0.0365 - accuracy: 0.9888\n", "Epoch 8/10\n", "235/235 [==============================] - 15s 62ms/step - loss: 0.0337 - accuracy: 0.9901\n", "Epoch 9/10\n", "235/235 [==============================] - 15s 64ms/step - loss: 0.0294 - accuracy: 0.9909\n", "Epoch 10/10\n", "235/235 [==============================] - 15s 63ms/step - loss: 0.0260 - accuracy: 0.9917\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cnn_model.fit(x_train_cnn, y_train, batch_size=256, epochs=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And get improved results, yet a neural network only performs good if it also works good on data it has not seen before.\n", "Therefore we will evaluate the neural network on the test set." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "313/313 [==============================] - 3s 10ms/step - loss: 0.0271 - accuracy: 0.9908\n" ] }, { "data": { "text/plain": [ "[0.02713589183986187, 0.9908000230789185]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cnn_model.evaluate(x_test_cnn, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now take a look at the wrong predictions of the network to see where it struggles." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preds_cnn = cnn_model.predict(x_test_cnn[:, :, :, np.newaxis])\n", "preds_cnn_one_hot = np.argmax(preds_cnn, axis=1)\n", "false_indices_cnn = np.argwhere(preds_cnn_one_hot != y_test)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.Series(y_test[false_indices_cnn].flatten()).value_counts().plot.bar();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "confusion_matrix = tf.math.confusion_matrix(y_test, preds_cnn_one_hot)\n", "confusion_matrix" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_rows=7\n", "n_cols=7\n", "fig, axs = plt.subplots(n_rows, n_cols, figsize=(12, 12))\n", "for i, idx in enumerate(np.random.choice(false_indices_cnn.flatten(), n_rows*n_cols)):\n", " ax = axs[i%n_rows][i//n_rows]\n", " ax.imshow(x_test[idx], cmap='gray')\n", " ax.set_title(f'{preds_cnn_one_hot[idx]} (true: {y_test[idx]})')\n", " ax.axis('off')" ] } ], "metadata": { "interpreter": { "hash": "5213d1de50a1378fcd7c49dae016e5388376897e34f482bbd2d56b6f6fe1fa3e" }, "kernelspec": { "display_name": "SuperCollider", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3" } }, "nbformat": 4, "nbformat_minor": 4 }