{
"cells": [
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"source": [
"# Convolutional Neural Networks\n",
"\n",
"* Author: Johannes Maucher\n",
"* Last Update: 30.10.2020\n",
"\n",
"There exists different types of deep neural networks, e.g.\n",
"* Convolutional Neural Networks (CNNs)\n",
"* Deep Belief Networks (DBNs)\n",
"* Stacked Autoencoders\n",
"* (Hierarchical) Recurrent Networks\n",
"* (Hierarchical) Attention Networks\n",
"* Sequence-to-Sequence Networks\n",
"* Transformer Networks\n",
"* Deep Q-Networks (Deep Reinforcementlearning)\n",
"* Generative Adversarial Networks\n",
"\n",
"and many variants of them. \n",
"\n",
"Among these different types, CNNs are currently the most relevant ones. This notebook describes the overall architecture and the different layer-types, applied in a CNN. Since the most prominent application of CNNs is object recognition in images, the descriptions in this notebook refer to this use-case. "
]
},
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"metadata": {
"slideshow": {
"slide_type": "slide"
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"source": [
"## Overall Architecture\n",
"\n",
"\n",
"On an abstract level the architecture of a Deep Neural Network looks like this:\n",
"\n",
"\n",
"\n",
"The goal of deep learning is to extract meaningful features. The *Extractor-Part* of the network learns from low-level features (e.g. pixel values) at the input of the network a hierarchy of increasingly meaningful features. Using informative features a classifier at the end of the Deep Neural Network can easily determine the correct class (see also the sketch below and the [cat-example-image](#cnnconceptcat)). "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
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"source": [
"**Example:** Four different types of feature-representations to be used as input for a classifier, which shall be able to detect houses and cars:\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
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"source": [
"**Visualization of learned features**\n",
"\n",
"Source: [Zeiler and Fergus: Visualizing and Understanding of Convolutional Neural Networks](https://arxiv.org/pdf/1311.2901.pdf)\n",
"\n",
"Learned features in layers 1 and 2:\n",
"\n",
"\n",
"Learned features in layer 3:\n",
" \n",
"\n",
"Learned features in layers 4 and 5:\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {
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"slide_type": "slide"
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"source": [
"The picture below contains a very famous CNN - the so called [AlexNet](https://www.nvidia.cn/content/tesla/pdf/machine-learning/imagenet-classification-with-deep-convolutional-nn.pdf), which won the ImageNet contest in 2012. In the classification-task of this contest 1000 different objects must be recognized in images. For training 15 million labeled images have been applied. On a computer with two GTX 580 3GB GPUs training took about 6 days. AlexNet achieved a top-5 error rate of 15.4% - compared to 26.2% of the second best. AlexNet can be considered as an important milestone in the development and application of deep neural networks.\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"The input of to the AlexNet is a 3-channel RGB-image. The dense-layer at the output consists of 1000 neurons, each refering to one of the 1000 object categories, which are distinguished in the ImageNet data. The index of the output-neuron with the maximum value indicates the most-probable object category. "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
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"source": [
"Between input- and output-layer, there are basically three different types of layers:\n",
"* convolutional layers\n",
"* pooling layers\n",
"* fully connected layers\n",
"\n",
"Moreover, normalisation-layers, dropout-layers, deconvolution-layers and dilation-layers are also frequently applied in CNNs. In the following sections, these layer types are described."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-12T17:56:02.223000Z",
"start_time": "2017-12-12T18:55:47.476000+01:00"
},
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import scipy.ndimage as ndi\n",
"import numpy as np\n",
"np.set_printoptions(suppress=True)\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.cm as cm\n",
"grays=plt.get_cmap('gray')\n",
"np.set_printoptions(precision=2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Convolution Layer\n",
"\n",
"A key concept of CNNs is the convolutional layer type. This layer type applies convolutional filtering, which is a well known image processing (or more general: signal processing) technique to extract features from the given input. In contrast to conventional convolutional filtering, in CNNs the filter coefficients and thus the relevant features are **learned**. In this section first the concept of conventional convolutional filtering is described. Then subsection [Convolutional Layer in CNNs](#convLayer) discusses the application of this concept in CNNs."
]
},
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"metadata": {
"slideshow": {
"slide_type": "slide"
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"source": [
"\n",
"### Concept of 2D-Convolution Filtering\n",
"\n",
"Convolution Filtering of a 2D-Input of size \n",
"\n",
"$$\n",
"(r \\times c)\n",
"$$ \n",
"\n",
"with a 2D-Filter of size \n",
"\n",
"$$\n",
"(a \\times b)\n",
"$$\n",
"\n",
"is defined by applying the filter at each possible position and calculating the scalar product of the filter coefficients and the input-values covered by the current position of the filter. This scalar product is the filter-output at the corresponding position. \n",
"If the filter is applied with a stepsize of $s=1$, then there exists $(r-a+1) \\times (c-b+1)$ possible positions for calculating the scalar product. Hence, the output of the convolution filtering is of size \n",
"\n",
"$$\n",
"(r-a+1) \\times (c-b+1).\n",
"$$\n",
"\n",
"Hereafter, we assume to have quadratic inputs of size $(r \\times r)$ and quadratic filters of size $(a \\times a)$. "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"The picture below shows the filtering of a $(10 \\times 10)$ input with an average filter of size $(3 \\times 3)$. In this picture the filtering operation is only shown for the upper right and the lower left position. Actually, there are $(8 \\times 8)$ elements in the output.\n",
"\n",
"> **Note:** In signal processing convolution and correlation is not the same. Convolution is correlation with the filter rotated 180 degrees. In context of neural networks, where filter coefficients are learned, this distinction can be ignored. As it is common in machine learning literature, in this notebook convolution and correlation are the same."
]
},
{
"cell_type": "markdown",
"metadata": {
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"slide_type": "slide"
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"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Stepsize\n",
"The filter need not be convolved in steps of $s=1$ across the input. Larger stepsizes yield a correspondingly smaller output. In the picture below filtering with stepsize of $s=2$ is shown below filtering the same input with a stepsize of $s=1$. \n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Zero-Padding\n",
"Besides stepsize, *Padding* is an important parameter of convolutional filtering. A padding of $p>0$ means, that at the left, right, upper and lower boundary of the input $p$ columns (rows) of zeros are attached to the input. In the picture below a padding of $p=1$ (lower part) is compared with a convolutional filtering without padding (upper part).\n",
"Often zero-padding is set such that the size of output is equal to the size of the input. For a stepsize of $s=1$ and an uneven filter-width of $a$, this is the case if\n",
"\n",
"$$\n",
"p=\\frac{a-1}{2}\n",
"$$\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"For a quadratic input with sidelength `r`, a quadratic filter of side-length `a`, a padding of `p`, and a stepsize of `s`, the quadratic output of convolution-filtering has a side-length of \n",
"\n",
"$$\n",
"o=\\frac{r-a+2p}{s}+1.\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
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"source": [
""
]
},
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"metadata": {
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"slide_type": "slide"
}
},
"source": [
"#### Example: 2D-convolution filter \n",
"\n",
"Below, a 2D input `x1` of shape (10,10) is defined as a numpy-array. The signal values are `1` (white) in the (4,4)-center region and `0` (black) elsewhere. For the display of the 2-dimensional signal the matplotlib method imshow() is applied."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:02:58.209000Z",
"start_time": "2017-12-03T20:02:58.172000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
" [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
" [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
" [0. 0. 0. 1. 1. 1. 1. 0. 0. 0.]\n",
" [0. 0. 0. 1. 1. 1. 1. 0. 0. 0.]\n",
" [0. 0. 0. 1. 1. 1. 1. 0. 0. 0.]\n",
" [0. 0. 0. 1. 1. 1. 1. 0. 0. 0.]\n",
" [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
" [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
" [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]\n"
]
}
],
"source": [
"x1=np.zeros((10,10))\n",
"x1[3:7,3:7]=1\n",
"print(x1)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:01.187000Z",
"start_time": "2017-12-03T20:02:58.241000+01:00"
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}
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"outputs": [
{
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"offt=1\n",
"offx=1\n",
"dx=0.1\n",
"dy=0.1\n",
"usecols=[\"white\",\"black\"]\n",
"plt.figure(num=None, figsize=(14,7), dpi=80, facecolor='w', edgecolor='k')\n",
"plt.imshow(x1,cmap=plt.cm.gray,interpolation='none')\n",
"for col in range(10):\n",
" for row in range(10):\n",
" number=\"%d\"%x1[row,col]\n",
" plt.text(col-dx,row+dy,number,fontsize=14,\n",
" color=grays(1-x1[row,col]))\n",
"plt.title('2-Dimensional Input Image')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"A 2-dimensional **average-filter** shall be applied on this image. We implement this filter as a numpy-array: "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:01.225000Z",
"start_time": "2017-12-03T20:03:01.203000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Coefficients of average filter:\n",
" [[0.11 0.11 0.11]\n",
" [0.11 0.11 0.11]\n",
" [0.11 0.11 0.11]]\n"
]
}
],
"source": [
"FSIZE=3\n",
"avgFilter=1.0/FSIZE**2*np.ones((FSIZE,FSIZE))\n",
"print(\"Coefficients of average filter:\\n\",avgFilter)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"The filtering operation is performed in the following code cell. Note, that the `correlate()` function applies filtering with **zero-padding** of size $$p=\\frac{a-1}{2}$$."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:01.288000Z",
"start_time": "2017-12-03T20:03:01.241000+01:00"
},
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [],
"source": [
"avgImg=ndi.correlate(x1,avgFilter, output=np.float64, mode='constant')\n",
"#print \"Result of average filtering:\\n\",avgImg"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"The filter result as calculated above, is visualized in the code-cell below:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:04.567000Z",
"start_time": "2017-12-03T20:03:01.303000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dx=0.2\n",
"plt.figure(num=None, figsize=(14,7), dpi=80, facecolor='w', edgecolor='k')\n",
"plt.imshow(avgImg,cmap=plt.cm.gray,interpolation='none')\n",
"for col in range(10):\n",
" for row in range(10):\n",
" number=\"%1.2f\"%avgImg[row,col]\n",
" plt.text(col-dx,row+dy,number,fontsize=10,\n",
" color=grays(1-avgImg[row,col]))\n",
"plt.title('Response on Average filter')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Example: Gradient Filters for Edge Detection\n",
"A 2-dimensional filter, which calculates the gradient in x-direction can be implemented as 2-dimensional numpy-array: "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:04.623000Z",
"start_time": "2017-12-03T20:03:04.583000+01:00"
},
"scrolled": true,
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[-1. 0. 1.]\n",
" [-1. 0. 1.]\n",
" [-1. 0. 1.]]\n"
]
}
],
"source": [
"gradx=np.array([[-1.0, 0.0, 1.0],[-1.0, 0.0, 1.0],[-1.0, 0.0, 1.0],])\n",
"print(gradx)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"The filter defined above is the well known [Prewitt Filter](https://de.wikipedia.org/wiki/Prewitt-Operator), which is frequently applied for edge-detection. The response of this filter applied to our example image can be calculated as follows:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:04.697000Z",
"start_time": "2017-12-03T20:03:04.637000+01:00"
},
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [],
"source": [
"gradxImg=ndi.correlate(x1,gradx, output=np.float64, mode='constant')\n",
"#print \"Result of x-gradient Filtering:\\n\",gradxImg"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Visualization of the Prewitt-x-gradient calculation: "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:08.316000Z",
"start_time": "2017-12-03T20:03:04.716000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"image/png": 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06FYv11n3YVu05TEwevRo/PDDD0hNTTV+WGj06NF45513MGrUqFav28PDAwCQnZ3d7Pxbz6OmWIp30XPPPQdXV1e89957ePjhh7F3714kJibCy8sLrq6uePrpp43PiouLizF9+nS4uLjA3d0dhw4dwubNm5tc34svvohRo0ahZ8+eyMnJwTfffGM8tLNq1SqMHj0aERER6NGjB7Zs2YK9e/eid+/ebcp69epVLFiwAD169IBer8fatWuxbds2qNVqaLVa/Pjjj8jPz8egQYPg7OyMoUOH4vvvv2/1+hYsWID//M//xNNPPw0XFxe899572Lp1K0JDQ9t1X5aUlODpp5/G22+/jfDwcHTr1g1btmzBF198gY0bN7Z4GQcHB3zzzTfIyspCz549MXLkSEyZMgUA0LVr11Zv68EHH8Q777yD559/HlqtFtOmTcPUqVObrFm8eDHGjRuHRx99FN7e3qitrcUjjzzS6nWa2/+2mDhxIvz8/ODp6Qm9Xm/8ZOqdaul6fXx88OOPP2Lv3r144IEHoNfr8eSTT+KXX37pkNtspNfrsWvXLmzbtg0uLi6YMmUKZsyYYfavk4wePRoGg6FJAT755JMwGAwmy6Oz7sO2aMtj4KGHHoJer0dgYKDxMGvj92Wq7AcMGIA//OEPiIiIgF6vx7vvvgsAWLJkCZKTk6HX6xEUFNS536BCqUTj8R9SjNzcXPTt2xenT59Gv379LB1H0bZv345Jkybh2rVrJj/2T5bz17/+FR9//DFf4dBdwVeKZFN+/PFH5OTkQAiB7OxsLFmyBFOmTGEhWpHvvvsO58+fhxACaWlpWLVqVZsP+xPdKX76lGxKYWEhJk+ejOLiYri4uGDMmDH44IMPLB2LbnLq1Ck899xzKCsrQ48ePTB16lQsXrzY0rHIRvDwKRERkcTDp0RERBJLkYiISOrU9xTt7e2N/woHERGRNaipqTH+Q+q36tRS1Gg0Jv8yNRER0d2WmJjY6oyHT4mIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCS1+T8ZPn36NKZNm4bLly9Dp9Nh3bp1GDhwYKeEcnFxQUxMDNRqNaqrq5GcnIySkpJm64KDgxEeHg6VSoXc3Fzs3LkTDQ0NZme2mJU5bTOnkrIyJ/feGnK2+ZXinDlzMHv2bOTk5GDx4sWYPn36bd9YW0VGRiI9PR0JCQlITU1FdHR0szV6vR4RERFISkpCfHw8NBoNQkJCzM5sNStz2mZOJWVlzo6nlKzWlLNNpVhcXIy0tDRMnToVADB+/HicP38eZ86cadeNmqJWq+Hp6YkTJ04AALKysqDT6dC9e/cm6wICApCdnY3KykoAQFpaGgIDA83ObDErc9pmTiVlZU7uvbXkbFMpnj9/Hr169YKDw42jrSqVCj4+PsjPz2/XjZqi0+lQUVEBIYTxPIPBAJ1O12ydwWAwni4rKzOuMTWzxazMaZs5lZSVObn31pKzQz9oExcXB29vb+NXbW1tR149ERFRp2pTKfbu3RuFhYWoq6sDAAghkJ+fDx8fnybrFixYgIKCAuNXly5dbjuQwWCAVquFSqUynnfrs4DGdTc/E9Dr9cY1pmYdSSlZmdM2cyopK3Ny760lZ5tKsUePHhgyZAi+/PJLAMCWLVvg7e2Nfv36tetGTamqqkJhYSGCgoIAAP7+/igvL0dpaWmTdZmZmfDz84NGowEAhIaGIiMjw+zMFrMyp23mVFJW5uTeW0tOlbj5QK4J2dnZmD59Oq5cuQJnZ2ckJSVh0KBBJi/j7OyM2NjY2w7l6uqK6OhoqNVq1NTUIDk5GcXFxRg7diyys7ORk5MDABgyZAjCw8MBAHl5eUhJSTF+BNfUrCMpJStz2mZOJWVlTu793cqZmJiIgoKCFmdtLsX2aG8pEhERdRZTpch/0YaIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhysHSAlri4uCAmJgZqtRrV1dVITk5GSUlJs3XBwcEIDw+HSqVCbm4udu7ciYaGBrMzW8zKnLaZU0lZmZN7bw05rfKVYmRkJNLT05GQkIDU1FRER0c3W6PX6xEREYGkpCTEx8dDo9EgJCTE7MxWszKnbeZUUlbm7HhKyWpNOa2uFNVqNTw9PXHixAkAQFZWFnQ6Hbp3795kXUBAALKzs1FZWQkASEtLQ2BgoNmZLWZlTtvMqaSszMm9t5acVleKOp0OFRUVEEIYzzMYDNDpdM3WGQwG4+mysjLjGlMzW8zKnLaZU0lZmZN7by05ra4UiYiILMXqStFgMECr1UKlUhnPu/VZQOO6m58J6PV64xpTM1vMypy2mVNJWZmTe28tOa2uFKuqqlBYWIigoCAAgL+/P8rLy1FaWtpkXWZmJvz8/KDRaAAAoaGhyMjIMDuzxazMaZs5lZSVObn31pJTJW4+kNvBnJ2dERsbe9uXc3V1RXR0NNRqNWpqapCcnIzi4mKMHTsW2dnZyMnJAQAMGTIE4eHhAIC8vDykpKQYP4JrataRlJKVOW0zp5KyMif3/m7lTExMREFBQYszqyxFIiKizmKqFK3u8CkREZGlsBSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiycHSAej2BAQEWDrCPSUzM9PSEe45J0+etHSEe8rAgQMtHcGm8JUiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIpDaVYnV1NWJiYjBgwAAMHjwYo0aNwpkzZzo7GxER0V3l0NaFs2fPxlNPPQWVSoWEhATMnDkTBw8e7JRQLi4uiImJgVqtRnV1NZKTk1FSUtJsXXBwMMLDw6FSqZCbm4udO3eioaHB7MzWsn722WdIT09HSUkJ3n//ffj6+ra4bv/+/di+fTuEEBg4cCBmzpwJBwcHs7OOpJSsSth3JWZt9MILLyAkJAQ9evTAq6++iry8vFbXRkREICYmBiqVCidPnsTf//531NfXm53ZQk6l7L015WzTK8WuXbtizJgxUKlUAICwsDDk5ube9o21VWRkJNLT05GQkIDU1FRER0c3W6PX6xEREYGkpCTEx8dDo9EgJCTE7MwWs4aFhWH58uVwd3dvdU1xcTG++uorLF++HKtXr4bBYMC+ffvMzjqaUrIqYd+VmLXR0aNHsWTJEhQXF5tc5+7ujokTJ2LJkiWYP38+dDodnnjiCbMzW8mplL23ppztek/xb3/7W4uhO4JarYanpydOnDgBAMjKyoJOp0P37t2brAsICEB2djYqKysBAGlpaQgMDDQ7s8WsAQEBcHV1Nbnm6NGjCAkJgV6vh0qlwqhRo5Cammp21tGUkFUp+660rDfLysrCb7/9ZnZdWFgY0tPTYTAYAAB79+5FeHi42Zkt5FTK3ltbztsuxZUrV+LMmTN45513ms3i4uLg7e1t/Kqtrb3tQDqdDhUVFRBCGM8zGAzQ6XTN1jU+iACgrKzMuMbUrCMpKas5ly9fbvLqrEePHrh8+bLZmSVYOquS9l1JWdvDzc2tyWG24uJiuLm5mZ3dbZbIqZS9t7act1WKq1atwtatW7F7926o1epm8wULFqCgoMD41aVLl3aFIiIisoQ2f/ogLi4OGzZswL59+6DX6zstkMFggFarhUqlMj5zuPVZQOO6m19e6/V64xpTM1vNao6bmxuKioqMp299JtvazBIsnVVJ+66UrCNGjEBkZCQAYNeuXW3+EN/ly5fh4eFhPH3rUYPWZvd6TkA5e29tOdv0SrGgoACxsbEoKytDREQEHnroITzyyCPtukFzqqqqUFhYiKCgIACAv78/ysvLUVpa2mRdZmYm/Pz8oNFoAAChoaHIyMgwO7PVrOY88sgjSE9PR1lZGYQQTd7XMDWzBEtnVdK+KyXr999/j0WLFmHRokW39an2n376CSEhIcZDZTe/h2xqdq/nBJSz99aWUyVuPpDbwZydnREbG3vbl3N1dUV0dDTUajVqamqQnJyM4uJijB07FtnZ2cjJyQEADBkyxPgLLy8vDykpKcaP4JqadaS7nTUgIOC2M65duxb/+te/UFZWBq1Wi65duyI+Ph5r1qxBaGgoQkNDAQD79u1DcnKy8XZmzZpl/KsMpmYd6W5nzczMbFdOPkZbz3ry5Mk7zjxr1iwMGTIEer0eFRUVqK6uxvz58wEAc+bMQVpaGtLT0wEAI0eONH7wLzMzE4mJica/zmBq1hHuRs6BAwe2O59SHqd3O2diYiIKCgpanFllKVLr2lOK1Lr2liK1riNKkf7tTkqRWmaqFPnPvBEREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpERERSx/8vsdSp+H+rdSz+f4odj/+fYsfiz/zdxVeKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREkoOlA7TExcUFMTExUKvVqK6uRnJyMkpKSpqtCw4ORnh4OFQqFXJzc7Fz5040NDSYndla1pqaGixcuBBnz56Fo6MjXF1d8cYbb6BPnz7N1h48eBCrVq1CfX09BgwYgLfffhtOTk5mZ7aUE1DGvisxKwB06dIFq1atwgMPPICamhpcuXIFb731FvLz81tc/+ijj2LhwoWwt7dHTk4O/vznP6OystLszBZyKmXvrSmnVb5SjIyMRHp6OhISEpCamoro6Ohma/R6PSIiIpCUlIT4+HhoNBqEhISYndlq1gkTJmDnzp3Ytm0bIiIisHTp0mZrKisrsWTJEqxevRq7d++Gu7s71qxZY3ZmizmVsu9Ky9po06ZN+P3vf49x48bhwIEDWLZsWYvr1Go1li9fjvnz52PMmDEoKSnB3Llzzc5sJadS9t6aclpdKarVanh6euLEiRMAgKysLOh0OnTv3r3JuoCAAGRnZxufTaWlpSEwMNDszBazOjo6YsSIEVCpVACAwYMH48KFC83WHTlyBA8++CDuv/9+AMCkSZOwa9cuszNby6mUfVda1ka1tbU4fPiw8fT//d//wcvLq8W1w4YNw6lTp3Du3DkAwMaNGzFmzBizM1vIqZS9t7acVleKOp0OFRUVEEIYzzMYDNDpdM3WGQwG4+mysjLjGlMzW816sy+//BKPP/54s/MLCwvh6elpPO3l5YWSkhLU1dWZnNlaTiXtu5Kytmbq1KnYv39/i7NevXrh4sWLxtMXLlyAu7s77O3tTc5sIadS9t7aclrle4rUedauXYv8/Hx8+umnlo5iklJyUueaNWsWfHx88OKLL1o6iklKyUnmWd0rRYPBAK1WazyEBjR/FtC47uZnAnq93rjG1MxWswJAUlIS9u3bhzVr1qBbt27N5q09Y3VwcDA5s7WcStp3pWSNiorCli1bsGXLFsTExAAApk+fjieeeAJz585FdXV1i5dr7chAfX29ydm9nhNQzt5bW06rK8WqqioUFhYiKCgIAODv74/y8nKUlpY2WZeZmQk/Pz9oNBoAQGhoKDIyMszObDXrunXrsGvXLiQmJsLZ2bnFNcOGDUNWVhZ+/fVXADfe23jqqafMzmwtp5L2XSlZd+zYgfHjx2P8+PHYvq75p6UAACAASURBVH07pk2bhjFjxmDWrFmoqKho9XJHjhyBv78/+vbtC+DGe8i7d+82O7vXcwLK2Xtry6kSNx/I7WDOzs6IjY297cu5uroiOjoaarUaNTU1SE5ORnFxMcaOHYvs7Gzk5OQAAIYMGYLw8HAAQF5eHlJSUowfwTU160h3O+uECRNuO2NRURFGjhyJ3r17Q61WA7jxcfKNGzciPj4ePXr0wMSJEwEA+/fvR1xcHOrq6tC/f3+sXLkSWq3W7KwjWCLnpk2b2pWVj9HWs3799dd3lLdnz57Yv38/8vPzUVVVBeDGh1omT54MAHj55ZdRXFxsvJ2IiAgsWLAADg4OOH36NP70pz/h6tWrZmd36m7lfOaZZ9qdUSmP07udMzExEQUFBS3OrLIUqXXtKUVqXXtLkVp3p6VITd1JKVLLTJWi1R0+JSIishSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiLJwdIB6PYEBARYOgKRSZmZmZaOQNRufKVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQkOdzuBZKSkjBjxgxs27YNMTExnZEJLi4uiImJgVqtRnV1NZKTk1FSUtJsXXBwMMLDw6FSqZCbm4udO3eioaHB7MwWs44ePRpFRUWws7ODVqvF6tWrERwc3Gzdp59+infffRcNDQ14/PHH8dFHH+G+++4zO7O1nErZd6VlbfTtt9/Cw8MDDQ0NqKiowPz583H8+PEW186YMQOvvfYa7OzssH//frz00kuoq6szO7OFnErZe2vKeVuvFHNzc5GYmIiwsLDbvqHbERkZifT0dCQkJCA1NRXR0dHN1uj1ekRERCApKQnx8fHQaDQICQkxO7PVrF9//TVOnDiB48ePY8GCBZg+fXqzNefOncMbb7yBw4cP48yZM7h06RLWrl1rdmaLOZWy70rL2uiZZ57B4MGDERwcjLi4OKxbt67Fdb6+vnjrrbcwfPhw9OvXDz179sTs2bPNzmwlp1L23ppytrkUGxoaMHPmTMTHx8PR0bFdN9YWarUanp6eOHHiBAAgKysLOp0O3bt3b7IuICAA2dnZqKysBACkpaUhMDDQ7MxWs+r1euOfDQYDVCpVszWbN29GVFQUPDw8oFKpMHfuXGzYsMHszNZyKmnflZT1ZgaDwfhnnU4HIUSL655++mns2LEDly5dAgCsWbMGkydPNjuzhZxK2Xtry9nmw6dxcXEIDw/v9GeIOp0OFRUVTR5cBoMBOp0OpaWlTdbd/IAsKyuDTqczO7PVrADw/PPP48CBAwCAXbt2NZvn5+ejT58+xtO+vr7Iz883O7O1nEradyVlvdX69esREREBABgzZkyLa3x8fJCXl2c8nZubCx8fH7MzW8iplL23tpxteqWYkZGBLVu24PXXXze5Li4uDt7e3sav2tradoWizvH555/j/PnzWLFiBRYvXmzpOK1SSk7qXNOmTYOPjw9ef/11vPfee5aO0yql5KS2aVMpHj58GLm5uejfvz98fX1x9OhRzJ49Gx9//HGTdQsWLEBBQYHxq0uXLrcdyGAwQKvVNjlsduuzgMZ1Nz8T0Ov1xjWmZh1JSVlvNm3aNBw4cABXrlxpcr41POtWQk4l7btSsj733HM4duwYjh071ux95M8//xwRERFwcXFpdrm7fdRAKTkB5ey9teVsUynOmzcPhYWFyM3NRW5uLsLCwrB27VrMmzevXTdqSlVVFQoLCxEUFAQA8Pf3R3l5eZOX0QCQmZkJPz8/aDQaAEBoaCgyMjLMzmwxa1lZGS5evGg8vX37dri6ujb74R0/fjx27NiBoqIiCCGwZs0aTJo0yezM1nIqZd+VlPWLL75AcHAwgoODsW3bNvTq1cs4i46OxpUrV/Dbb781u9yWLVsQFRWFnj17AgDmzp2LjRs3mp3d6zkB5ey9teW87b+ScTekpKQgOjoaw4cPR01NDZKTkwEAY8eORXZ2NnJyclBWVoaDBw9ixowZAIC8vDykp6cDgMmZLWY1GAyYMGECrl27Bjs7O7i7uyMlJQUqlQozZ85EVFQUoqKicP/992PZsmUIDw8HADz22GOYM2cOAJic2VpOQBn7rsSswI1XCZs2bUK3bt3Q0NCAkpISREZGGueJiYnYsWMHvvnmG5w7dw5Lly5FamoqAODgwYP45JNPAMDkzFZyKmXvrSmnSrT2cakO4OzsjNjY2M66epu0dOlSS0e4pyxbtszSEe45b775pqUj3FN4f3a8xMREFBQUtDjjv2hDREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQkOVg6QEtcXFwQExMDtVqN6upqJCcno6SkpNm64OBghIeHQ6VSITc3Fzt37kRDQ4PZmS1mHT16NIqKimBnZwetVovVq1cjODi42bpPP/0U7777LhoaGvD444/jo48+wn333Wd2Zms5lbLvSsva6Ntvv4WHhwcaGhpQUVGB+fPn4/jx4y2unTFjBl577TXY2dlh//79eOmll1BXV2d2Zgs5lbL31pTTKl8pRkZGIj09HQkJCUhNTUV0dHSzNXq9HhEREUhKSkJ8fDw0Gg1CQkLMzmw169dff40TJ07g+PHjWLBgAaZPn95szblz5/DGG2/g8OHDOHPmDC5duoS1a9eandliTqXsu9KyNnrmmWcwePBgBAcHIy4uDuvWrWtxna+vL9566y0MHz4c/fr1Q8+ePTF79myzM1vJqZS9t6acVleKarUanp6eOHHiBAAgKysLOp0O3bt3b7IuICAA2dnZqKysBACkpaUhMDDQ7MxWs+r1euOfDQYDVCpVszWbN29GVFQUPDw8oFKpMHfuXGzYsMHszNZyKmnflZT1ZgaDwfhnnU4HIUSL655++mns2LEDly5dAgCsWbMGkydPNjuzhZxK2Xtry2l1h091Oh0qKiqaPLgMBgN0Oh1KS0ubrLv5AVlWVgadTmd2ZqtZAeD555/HgQMHAAC7du1qNs/Pz0efPn2Mp319fZGfn292Zms5lbTvSsp6q/Xr1yMiIgIAMGbMmBbX+Pj4IC8vz3g6NzcXPj4+Zme2kFMpe29tOa3ulSJ1ns8//xznz5/HihUrsHjxYkvHaZVSclLnmjZtGnx8fPD666/jvffes3ScViklJ7WN1ZWiwWCAVqttctjs1mcBjetufiag1+uNa0zNbDXrzaZNm4YDBw7gypUrTc63hmfdSsippH1XStbnnnsOx44dw7Fjx5q9j/z5558jIiICLi4uzS53t48aKCUnoJy9t7acVleKVVVVKCwsRFBQEADA398f5eXlTV5GA0BmZib8/Pyg0WgAAKGhocjIyDA7s8WsZWVluHjxovH09u3b4erq2uyHd/z48dixYweKiooghMCaNWswadIkszNby6mUfVdS1i+++ALBwcEIDg7Gtm3b0KtXL+MsOjoaV65cwW+//dbsclu2bEFUVBR69uwJAJg7dy42btxodnav5wSUs/fWltPq3lMEgJSUFERHR2P48OGoqalBcnIyAGDs2LHIzs5GTk4OysrKcPDgQcyYMQMAkJeXh/T0dAAwObPFrAaDARMmTMC1a9dgZ2cHd3d3pKSkQKVSYebMmYiKikJUVBTuv/9+LFu2DOHh4QCAxx57DHPmzAEAkzNbywkoY9+VmBW48Sph06ZN6NatGxoaGlBSUoLIyEjjPDExETt27MA333yDc+fOYenSpUhNTQUAHDx4EJ988gkAmJzZSk6l7L015VSJ1j4u1QGcnZ0RGxvbWVdvk5YuXWrpCPeUZcuWWTrCPefNN9+0dIR7Cu/PjpeYmIiCgoIWZ1Z3+JSIiMhSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGR5GDpAHR7MjMzLR2ByKSAgABLRyBqN75SJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkdTmUqypqcHLL7+M/v37Y9CgQZg6dWpn5iIiIrrrHNq68LXXXoNKpUJOTg5UKhWKioo6LZSLiwtiYmKgVqtRXV2N5ORklJSUNFsXHByM8PBwqFQq5ObmYufOnWhoaDA7s7WsNTU1WLhwIc6ePQtHR0e4urrijTfeQJ8+fZqtPXjwIFatWoX6+noMGDAAb7/9NpycnMzObCknoIx9V2JWAOjSpQtWrVqFBx54ADU1Nbhy5Qreeust5Ofnt7j+0UcfxcKFC2Fvb4+cnBz8+c9/RmVlpdmZLeRUyt5bU842vVKsrKzEp59+irfffhsqlQoA4OHhcds31laRkZFIT09HQkICUlNTER0d3WyNXq9HREQEkpKSEB8fD41Gg5CQELMzW806YcIE7Ny5E9u2bUNERASWLl3abE1lZSWWLFmC1atXY/fu3XB3d8eaNWvMzmwxp1L2XWlZG23atAm///3vMW7cOBw4cADLli1rcZ1arcby5csxf/58jBkzBiUlJZg7d67Zma3kVMreW1PONpXi2bNn4eLigpUrVyI0NBTDhw/Hd999164bNEetVsPT0xMnTpwAAGRlZUGn06F79+5N1gUEBCA7O9v4bCotLQ2BgYFmZ7aY1dHRESNGjDA+oRk8eDAuXLjQbN2RI0fw4IMP4v777wcATJo0Cbt27TI7s7WcStl3pWVtVFtbi8OHDxtP/9///R+8vLxaXDts2DCcOnUK586dAwBs3LgRY8aMMTuzhZxK2Xtry9mmUqyrq0NeXh4CAgKQlpaG1atXY+LEibh06VKTdXFxcfD29jZ+1dbW3nYgnU6HiooKCCGM5xkMBuh0umbrDAaD8XRZWZlxjalZR1JS1pt9+eWXePzxx5udX1hYCE9PT+NpLy8vlJSUoK6uzuTM1nIqad+VlLU1U6dOxf79+1uc9erVCxcvXjSevnDhAtzd3WFvb29yZgs5lbL31pazTaXo4+MDOzs7PPvsswBuHLvt27cvfvnllybrFixYgIKCAuNXly5d2hWKOs/atWuRn5+PV155xdJRTFJKTupcs2bNgo+PD/76179aOopJSslJ5rWpFN3c3DBy5Eh8++23AIBz587h3Llz8Pf37/BABoMBWq3WeAgNaP4soHHdzc8E9Hq9cY2pma1mBYCkpCTs27cPa9asQbdu3ZrNW3vG6uDgYHJmazmVtO9KyRoVFYUtW7Zgy5YtiImJAQBMnz4dTzzxBObOnYvq6uoWL9fakYH6+nqTs3s9J6Ccvbe2nG3+Kxlr1qzBBx98gEGDBiEmJgaffPJJq8fP70RVVRUKCwsRFBQEAPD390d5eTlKS0ubrMvMzISfnx80Gg0AIDQ0FBkZGWZntpp13bp12LVrFxITE+Hs7NzimmHDhiErKwu//vorgBvvbTz11FNmZ7aWU0n7rpSsO3bswPjx4zF+/Hhs374d06ZNw5gxYzBr1ixUVFS0erkjR47A398fffv2BXDjPeTdu3ebnd3rOQHl7L215VSJmw/kdjBnZ2fExsbe9uVcXV0RHR0NtVqNmpoaJCcno7i4GGPHjkV2djZycnIAAEOGDEF4eDgAIC8vDykpKcaP4JqadaS7nXXChAm3nbGoqAgjR45E7969oVarAdz4OPnGjRsRHx+PHj16YOLEiQCA/fv3Iy4uDnV1dejfvz9WrlwJrVZrdtYRLJFz06ZN7crKx2jrWb/++us7ytuzZ0/s378f+fn5qKqqAnDjQy2TJ08GALz88ssoLi423k5ERAQWLFgABwcHnD59Gn/6059w9epVs7M7dbdyPvPMM+3OqJTH6d3OmZiYiIKCghZnVlmK1Lr2lCK1rr2lSK2701Kkpu6kFKllpkqR/8wbERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJDlYOgDdnpMnT1o6ApFJAwcOtHQEonbjK0UiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiLJwdIBWuLi4oKYmBio1WpUV1cjOTkZJSUlzdYFBwcjPDwcKpUKubm52LlzJxoaGszObC3rZ599hvT0dJSUlOD999+Hr69vi+v279+P7du3QwiBgQMHYubMmXBwcDA760hKyaqEfVdi1kYvvPACQkJC0KNHD7z66qvIy8trdW1ERARiYmKgUqlw8uRJ/P3vf0d9fb3ZmS3kVMreW1NOq3ylGBkZifT0dCQkJCA1NRXR0dHN1uj1ekRERCApKQnx8fHQaDQICQkxO7PFrGFhYVi+fDnc3d1bXVNcXIyvvvoKy5cvx+rVq2EwGLBv3z6zs46mlKxK2HclZm109OhRLFmyBMXFxSbXubu7Y+LEiViyZAnmz58PnU6HJ554wuzMVnIqZe+tKafVlaJarYanpydOnDgBAMjKyoJOp0P37t2brAsICEB2djYqKysBAGlpaQgMDDQ7s8WsAQEBcHV1Nbnm6NGjCAkJgV6vh0qlwqhRo5Cammp21tGUkFUp+660rDfLysrCb7/9ZnZdWFgY0tPTYTAYAAB79+5FeHi42Zkt5FTK3ltbTqsrRZ1Oh4qKCgghjOcZDAbodLpm6xofRABQVlZmXGNqZqtZzbl8+XKTV2c9evTA5cuXzc4swdJZlbTvSsraHm5ubk0OsxUXF8PNzc3s7G6zRE6l7L215bS6UiQiIrIUq/ugjcFggFarhUqlMj5zuPVZQOO6m19e6/V64xpTM1vNao6bmxuKioqMp299JtvazBIsnVVJ+66UrCNGjEBkZCQAYNeuXTh48GCbLnf58mV4eHgYT9961KC12b2eE1DO3ltbTqt7pVhVVYXCwkIEBQUBAPz9/VFeXo7S0tIm6zIzM+Hn5weNRgMACA0NRUZGhtmZrWY155FHHkF6ejrKysoghGjyvoapmSVYOquS9l0pWb///nssWrQIixYtanPRAMBPP/2EkJAQ46Gym99DNjW713MCytl7a8upEjcfyO1gzs7OiI2Nve3Lubq6Ijo6Gmq1GjU1NUhOTkZxcTHGjh2L7Oxs5OTkAACGDBli/IWXl5eHlJQU40dwTc060t3OGhAQcNsZ165di3/9618oKyuDVqtF165dER8fjzVr1iA0NBShoaEAgH379iE5Odl4O7NmzTL+VQZTs450t7NmZma2Kycfo61nPXny5B1nnjVrFoYMGQK9Xo+KigpUV1dj/vz5AIA5c+YgLS0N6enpAICRI0caP62YmZmJxMRE419nMDXrCHcj58CBA9udTymP07udMzExEQUFBS3OrLIUqXXtKUVqXXtLkVrXEaVI/3YnpUgtM1WKVnf4lIiIyFJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIikjv9fYqlT8f//I2vH//+PlIyvFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSWIhERkcRSJCIikliKREREEkuRiIhIYikSERFJLEUiIiKJpUhERCSxFImIiCSHti7ctWsXXn/9dTQ0NKCurg6vvvoqpk2b1imhXFxcEBMTA7VajerqaiQnJ6OkpKTZuuDgYISHh0OlUiE3Nxc7d+5EQ0OD2ZktZmVO28yppKzMyb23hpxteqUohMDUqVOxbt06HD9+HCkpKZgzZw4qKipu+wbbIjIyEunp6UhISEBqaiqio6ObrdHr9YiIiEBSUhLi4+Oh0WgQEhJidmarWZnTNnMqKStzdjylZLWmnG0+fKpSqVBWVgYAKC8vh6urKxwdHdt1o6ao1Wp4enrixIkTAICsrCzodDp07969ybqAgABkZ2ejsrISAJCWlobAwECzM1vMypy2mVNJWZmTe28tOdtUiiqVCl999RXGjRuHPn36YNiwYVi/fj26dOnSrhs1RafToaKiAkII43kGgwE6na7ZOoPBYDxdVlZmXGNqZotZmdM2cyopK3Ny760lZ5tKsa6uDitWrMDWrVuRl5eH7777Ds899xwuX77cZF1cXBy8vb2NX7W1te0KRUREZAltKsXjx4/j4sWLGDFiBADg4Ycfhre3N44dO9Zk3YIFC1BQUGD8as8rSYPBAK1WC5VKZTzv1mcBjetufiag1+uNa0zNOpJSsjKnbeZUUlbm5N5bS842lWLv3r1RWFiIrKwsAMCZM2dw9uxZ+Pn5tetGTamqqkJhYSGCgoIAAP7+/igvL0dpaWmTdZmZmfDz84NGowEAhIaGIiMjw+zMFrMyp23mVFJW5uTeW0tOlbj5QK4JGzZswMqVK2FnZ4eGhgb88Y9/xJQpU0xextnZGbGxsbcdytXVFdHR0VCr1aipqUFycjKKi4sxduxYZGdnIycnBwAwZMgQhIeHAwDy8vKQkpJi/AiuqVlHUkpW5rTNnErKypzc+7uVMzExEQUFBS3O2lyK7dHeUiQiIuospkqR/6INERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSWIpEREQSS5GIiEhiKRIREUksRSIiIomlSEREJLEUiYiIJJYiERGRxFIkIiKSHCwdoCUuLi6IiYmBWq1GdXU1kpOTUVJS0mxdcHAwwsPDoVKpkJubi507d6KhocHszBazMqdt5lRSVubk3ltDTqt8pRgZGYn09HQkJCQgNTUV0dHRzdbo9XpEREQgKSkJ8fHx0Gg0CAkJMTuz1azMaZs5lZSVOTueUrJaU06rK0W1Wg1PT0+cOHECAJCVlQWdTofu3bs3WRcQEIDs7GxUVlYCANLS0hAYGGh2ZotZmdM2cyopK3Ny760lp9WVok6nQ0VFBYQQxvMMBgN0Ol2zdQaDwXi6rKzMuMbUzBazMqdt5lRSVubk3ltLTqsrRSIiIkuxulI0GAzQarVQqVTG8259FtC47uZnAnq93rjG1MwWszKnbeZUUlbm5N5bS06rK8WqqioUFhYiKCgIAODv74/y8nKUlpY2WZeZmQk/Pz9oNBoAQGhoKDIyMszObDErc9pmTiVlZU7uvbXkVImbD+R2MGdnZ8TGxt725VxdXREdHQ21Wo2amhokJyejuLgYY8eORXZ2NnJycgAAQ4YMQXh4OAAgLy8PKSkpxo/gmpp1JKVkZU7bzKmkrMzJvb9bORMTE1FQUNDizCpLkYiIqLOYKkWrO3xKRERkKSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERFKn/n+Kjo6OcHd379DrvHr1KpycnDr0Om0d79OOxfuz4/E+7Vi2fn+WlJSgpqamxVmnlmJn8Pb2bvU/h6T24X3asXh/djzepx2L92frePiUiIhIYikSERFJ9m+++eablg5xu/7f//t/lo5wz+F92rF4f3Y83qcdi/dnyxT3niIREVFn4eFTIiIiiaVIREQkKaYUT58+jaFDh2LAgAF4+OGHcfLkSUtHUrTq6mrExMRgwIABGDx4MEaNGoUzZ85YOtY9ISkpCSqVCtu3b7d0FMWrqanByy+/jP79+2PQoEGYOnWqpSMp2q5duzBkyBA89NBDCAwMxPr16y0dyeo4WDpAW82ZMwezZ8/G9OnTsXnzZkyfPh0///yzpWMp2uzZs/HUU09BpVIhISEBM2fOxMGDBy0dS9Fyc3ORmJiIsLAwS0e5J7z22mtQqVTIycmBSqVCUVGRpSMplhACU6dOxcGDBxEUFITc3Fw8+OCDGDduHLRaraXjWQ1FvFIsLi5GWlqa8Vni+PHjcf78eb6yuQNdu3bFmDFjoFKpAABhYWHIzc21bCiFa2howMyZMxEfHw9HR0dLx1G8yspKfPrpp3j77beNj1MPDw8Lp1I2lUqFsrIyAEB5eTlcXV35WL2FIkrx/Pnz6NWrFxwcbrywValU8PHxQX5+voWT3Tv+9re/ITo62tIxFC0uLg7h4eEICQmxdJR7wtmzZ+Hi4oKVK1ciNDQUw4cPx3fffWfpWIqlUqnw1VdfYdy4cejTpw+GDRuG9evXo0uXLpaOZlUUc/iUOs/KlStx5swZ/sK5AxkZGdiyZQu+//57S0e5Z9TV1SEvLw8BAQF49913cezYMYwaNQonT55Ez549LR1Pcerq6rBixQps8TW26gAAAdhJREFU3boVI0aMwM8//4yoqCj88ssvcHNzs3Q8q6GIV4q9e/dGYWEh6urqANw4Np6fnw8fHx8LJ1O+VatWYevWrdi9ezfUarWl4yjW4cOHkZubi/79+8PX1xdHjx7F7Nmz8fHHH1s6mmL5+PjAzs4Ozz77LAAgODgYffv2xS+//GLhZMp0/PhxXLx4ESNGjAAAPPzww/D29saxY8csnMy6KKIUe/TogSFDhuDLL78EAGzZsgXe3t7o16+fhZMpW1xcHDZs2IC9e/dCr9dbOo6izZs3D4WFhcjNzUVubi7CwsKwdu1azJs3z9LRFMvNzQ0jR47Et99+CwA4d+4czp07B39/fwsnU6bGFxdZWVkAgDNnzuDs2bPw8/OzcDLroph/0SY7OxvTp0/HlStX4OzsjKSkJAwaNMjSsRSroKAAvXv3xv3332/85JmjoyN++uknCye7Nzz22GN45ZVXEBMTY+koivbrr7/ixRdfxOXLl2FnZ4clS5Zg/Pjxlo6lWBs2bMDKlSthZ2eHhoYG/PGPf8SUKVMsHcuqKKYUiYiIOpsiDp8SERHdDSxFIiIiiaVIREQksRSJiIgkliIREZHEUiQiIpJYikRERBJLkYiISGIpEhERSf8fCrbRyePXzhQAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dx=0.2\n",
"plt.figure(num=None, figsize=(14,7), dpi=80, facecolor='w', edgecolor='k')\n",
"plt.imshow(gradxImg,cmap=plt.cm.gray,interpolation='none')\n",
"for col in range(10):\n",
" for row in range(10):\n",
" number=\"%1.2f\"%gradxImg[row,col]\n",
" plt.text(col-dx,row+dy,number,fontsize=10,\n",
" color=grays(1-gradxImg[row,col]))\n",
"plt.title('Response on x-gradient filtering with Prewitt')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"For determining the gradient in y-direction the Prewitt filter for the x-gradient must just be transposed:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:08.372000Z",
"start_time": "2017-12-03T20:03:08.336000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[-1. -1. -1.]\n",
" [ 0. 0. 0.]\n",
" [ 1. 1. 1.]]\n"
]
}
],
"source": [
"grady=np.transpose(gradx)\n",
"print(grady)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"The response of this y-gradient prewitt filter applied to our example image can be calculated and visualized as follows:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:08.465000Z",
"start_time": "2017-12-03T20:03:08.396000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"gradyImg=ndi.correlate(x1,grady, output=np.float64, mode='constant')\n",
"#print \"Result of y-gradient Filtering:\\n\",gradyImg"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:12.552000Z",
"start_time": "2017-12-03T20:03:08.483000+01:00"
},
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dx=0.2\n",
"plt.figure(num=None, figsize=(14,7), dpi=80, facecolor='w', edgecolor='k')\n",
"plt.imshow(gradyImg,cmap=plt.cm.gray,interpolation='none')\n",
"for col in range(10):\n",
" for row in range(10):\n",
" number=\"%1.2f\"%gradyImg[row,col]\n",
" plt.text(col-dx,row+dy,number,fontsize=10,\n",
" color=grays(1-gradyImg[row,col]))\n",
"plt.title('Response on y-gradient filtering with Prewitt')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Applying the Prewitt filter for detecting horizontal and vertical edges in an image\n",
"\n",
"In the previous subsection the Prewitt filter has been applied on a small 2D-input. Now, both filters are applied to the real image. The real greyscale image, it's gradients in x- and y-direction and the magnitude of the gradient are plotted below: "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:14.474000Z",
"start_time": "2017-12-03T20:03:12.580000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from PIL import Image\n",
"im = np.array(Image.open(\"../Data/a4weiss.jpg\").convert('L'))\n",
"plt.imshow(im,cmap='Greys_r')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:14.738000Z",
"start_time": "2017-12-03T20:03:14.489000+01:00"
},
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [],
"source": [
"imx=ndi.correlate(im,gradx, output=np.float64, mode='constant')\n",
"imy=ndi.correlate(im,grady, output=np.float64, mode='constant')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"The output of the Prewitt filter is stored in the numpy arrays imx and imy, respectively. Moreover, the magnitude of the gradient is calculated and plotted to the matplotlib figure."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:23.786000Z",
"start_time": "2017-12-03T20:03:14.749000+01:00"
},
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"magnitude=np.sqrt(imx**2+imy**2)\n",
"plt.figure(num=None, figsize=(18,12), dpi=80, facecolor='w', edgecolor='k')\n",
"plt.subplot(2,2,1)\n",
"plt.imshow(im,cmap=plt.cm.gray)\n",
"plt.title(\"Original\")\n",
"plt.subplot(2,2,2)\n",
"plt.imshow(magnitude,cmap=plt.cm.gray)\n",
"plt.title(\"Magnitude of Gradient\")\n",
"plt.subplot(2,2,3)\n",
"plt.imshow(imx,cmap=plt.cm.gray)\n",
"plt.title('Derivative in x-direction')\n",
"plt.subplot(2,2,4)\n",
"plt.title('Derivative in y-direction')\n",
"plt.imshow(imy,cmap=plt.cm.gray)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"\n",
"### Convolutional Layer in CNNs\n",
"\n",
"In the car-image example above 3 different filters where applied on a single input. Each filter extracted a specific feature: \n",
"* the x-component of the gradient,\n",
"* the y-component of the gradient,\n",
"* the magnitude of the gradient.\n",
"\n",
"\n",
"In Convolutional Neural Networks (CNN) the concept of convolution-filtering is realized as demonstrated above. However, in CNNs\n",
"* the filter coefficients are not defined by the user. Instead they are **learned in the training phase**, such that these filters are able to detect patterns, which frequently occur in the training data. In the context of CNNs the filter-coefficients are called **weights**.\n",
"* the output of a convolutional filter is called a **feature map**. All elements of a single feature map are calculated by the same set of **shared weights**.\n",
"* the output-elements of a convolutional filter are typically fed element-wise to an **activation-function**, which maps single scalars to other scalars. \n",
"* for a given input not only one, but **multiple feature maps** are calculated in parallel. Different feature maps have different sets of **shared weights**. In the car-image above, three different filters calculated 3 different feature maps on a single input.\n",
"* The input does not only contain one, but multiple parallel 2D arrays of equal size. These parallel 2D-arrays are called **channels**.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Dense Layer\n",
"In conventional neural networks (Multi Layer Perceptron) each layer is a so called *Dense Layer* as depicted in the image below: \n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Simple Convolutional Layer 1-Dimensional\n",
"A single feature map calculated from a single channel in a 1-dimensional convolutional layer is shown below:\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Simple Convolutional Layer 2-Dimensional\n",
"A single feature map calculated from a single channel in a 2-dimensional convolutional layer is shown below:\n",
"\n",
"\n",
"\n",
"In the sequel, neurons and weights in convolutional layers are represented as 2-dimensional arrays. The picture below represents the same operation as the picture above.\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"\n",
"#### Multiple Channels at the input of the Convolutional Layer\n",
"In CNNs the input to a convolutional layer is in general not a single 2D-array, but a set of multiple arrays (channels). For example in object recognition the input of the first convolutional layer $conv_1$ is usually the image. The number of channels is then 3 for a RGB-image and 1 for a greyscale image. For all of the following convolutional layers $conv_i, \\; i>1,$ the input is typically the set of (pooled) feature maps of the previous layer $conv_{i-1}$. In the picture below the calculation of the values of a single feature map from $L=3$ channels at the input of the convolutional layer is depicted. Note that for calculating the values of a single feature map, for each channel an individual filter is learned and applied. \n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"\n",
"#### Multiple Feature Maps at the output of the Convolutional Layer\n",
"The previous subsection demonstrated the calulation of a single feature map from multiple channels at the input of the convolutional layer. **In a CNN there are multiple channels at the input and multiple feature maps at the output of a convolutional layer.** For sake of simplicity - and because we already know how multiple channels at the input influence a single feature map at the output - the picture and the code cells below demonstrate how multiple feature maps at the output are calculated from a single channel. Note that each feature map has it's own set of shared weights (filter-coeffients) for each channel at the input of the convolutional layer:\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Activation function\n",
"Activation functions operate element-wise on the values of feature maps. The most common activation functions are \n",
"* ReLU (Rectified Linear Unit)\n",
"* sigmoid\n",
"* tanh (tangens hyperbolicus)\n",
"* linear\n",
"* softmax\n",
"* threshold\n",
"These functions are defined and visualized below."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:24.392000Z",
"start_time": "2017-12-03T20:03:24.352000+01:00"
},
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"def sigmoid(input):\n",
" return 1/(1+np.exp(-input))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:24.453000Z",
"start_time": "2017-12-03T20:03:24.406000+01:00"
},
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"def tanh(input):\n",
" return np.tanh(input)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:24.511000Z",
"start_time": "2017-12-03T20:03:24.465000+01:00"
},
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"def linear(input):\n",
" return input"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:24.564000Z",
"start_time": "2017-12-03T20:03:24.523000+01:00"
},
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"def relu(input):\n",
" return np.maximum(np.zeros(input.shape),input)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"def softmax(z):\n",
" \"\"\"Softmax activation function.\"\"\"\n",
" return np.exp(z)/np.sum(np.exp(z),axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-03T19:03:30.942000Z",
"start_time": "2017-12-03T20:03:24.578000+01:00"
},
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"R=6\n",
"x=np.arange(-R,R,0.01)\n",
"plt.figure(figsize=(10,10))\n",
"###Sigmoid#################\n",
"plt.subplot(2,2,1)\n",
"plt.grid()\n",
"ysig=sigmoid(x)\n",
"plt.plot(x,ysig,'b-')\n",
"plt.title(\"Sigmoid\")\n",
"###Tanh####################\n",
"plt.subplot(2,2,2)\n",
"plt.grid()\n",
"ytan=tanh(x)\n",
"plt.plot(x,ytan,'g-')\n",
"plt.title(\"Tanh\")\n",
"###Linear##################\n",
"ylin=linear(x)\n",
"plt.subplot(2,2,3)\n",
"plt.grid()\n",
"plt.plot(x,ylin,'m-')\n",
"plt.title(\"Linear\")\n",
"###Relu####################\n",
"yrelu=relu(x)\n",
"plt.subplot(2,2,4)\n",
"plt.grid()\n",
"plt.plot(x,yrelu,'r-')\n",
"plt.title(\"ReLU\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Pooling Layer in CNNs\n",
"Convolutional layers extract spatial features from their input. The filters (sets of shared weights) define which features are extracted. In the training phase the filters are learned, such that after learning they represent patterns, which frequently appear in the training data. Since each element in a feature map corresponds to a unique region of the input, feature maps do not only represent if the feature is contained in the current input, but also where it is contained (spatial information). \n",
"\n",
"The benefits of **pooling layers** are:\n",
"* they reduce the size of the input channels and therefore reduce complexity\n",
"* they provide a certain degree of shift-invariance in the sense, that if in two inputs a certain feature appears not in exactly the same position, but in nearby positions they yield the same pooled output."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Similar as in a convolution layer, in pooling layers a filter is shifted across a 2D-input and calculates for each position a single value. However, in pooling layers\n",
"* the filter weights are not learned, instead the operation performed is a fixed and often non-linear operation. Common pooling operations are:\n",
" * **max-pooling**: the filter outputs the maximum of it's current input region\n",
" * **min-pooling**: the filter outputs the minimum of it's current input region\n",
" * **mean-pooling**: the filter outputs the arithmetic mean of it's current input region\n",
" \n",
" The most frequent type is max-pooling.\n",
" \n",
"* the common stepsize $s$ in a pooling layer is equal to the width of the filter $w$, i.e. the pooling filter operates on *non-overlapping* regions. Even though $s=w$ is the common configuration, it is not mandatory and there exist some good CNNs, whose pooling layers operate in a overlapping manner with $s\n",
"\n",
"\n",
"The configuration sketched in the picture above is implemented in the code cells below."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Concatenation of Convolution and Pooling\n",
"\n",
"As shown by the example of the [AlexNet architecture](#alexnet), in a CNN after the input layer usually a cascade of convolution followed by pooling is applied. Each convolutional layer extracts meaningful features and their location. Each pooling layer reduces the size of the channels and thus the spatial resolution of features. \n",
"\n",
"The image below shows a single sequence of convolution and pooling. "
]
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"\n",
""
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"In subsections [Multiple Channels](#multichannels) and [Multiple Feature Maps](#multifeatures) it was already shown how to calculate a single feature map from multiple input channels and how to calculate multiple feature maps from a single input channel. Now, we have a combination of both of them: Multiple feature maps are calculated from multiple channels. For a convolutional Layer with $C$ input channels and $F$ feature maps at the output, the entire operation is defined by an array of $F$ rows and $C$ columns. Each element of this array is a 2-dim array $W_{ij}$, which is the filter applied for calculating feature map $i$ from channel $j$. Hence, the **entire convolutional operation** is defined by a **4-dim filter array**, whose\n",
"\n",
"* first dimension is the number of featuremaps $F$ at the output of the convolutional layer\n",
"* second dimension is the number of channels $C$ at the input of the convolutional layer \n",
"* third and forth dimension is given by the size of the covolutional filter $W_{ij}$.\n",
"\n",
"Correspondingly, the $C$ input channels can be arranged in a **3-dimensional input array**, whose\n",
"\n",
"* first dimension is the number of channels $C$ at the input of the convolutional layer\n",
"* second dimension is the number of rows in each input channel\n",
"* third dimension is the number of columns in each input channel\n",
"\n",
"Applying the 4-dimensional filter array on the 3-dimensional input array yields a **3-dimensional feature array**, whose \n",
"\n",
"* first dimension is the number of featuremaps $F$ in the output of the convolutional layer\n",
"* second dimension is the number of rows in each featuremap at the output of the convolutional layer\n",
"* third dimension is the number of columns in each featuremap at the output of the convolutional layer\n"
]
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"The picture below sketches the sequence of convolution, activation and pooling in an abstract manner: For $L_i$ input channels of convolutional layer $conv_i$ $L_{i+1}$ feature maps are calculated. These feature maps are processed by an activation function and fed to a pooling layer. The pooled $L_{i+1}$ feature maps are the $L_{i+1}$ input channel for the next convolutional layer. If no further convolution-layer is applied, the pooled feature maps are serialized and fed to a fully connected layer. \n",
"\n",
""
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"## Fully Connected Layers\n",
"In CNNs cascades of convolution- and pooling layer learn to extract meaningful features. These learned features are then fed to a classifier or to a regressor, which outputs the estimated class or the estimated numeric value, respectively. The final classifier or regressor is usually implemented by a usual single- or multilayer perceptron (SLP or MLP). The layers of the SLP or MLP are called **fully connected layers**, since each neuron in layer $k$ is connected to all neurons in layer $k-1$.\n",
"\n",
"If $\\mathbf{x}=(x_1,x_2,\\ldots,x_n)$ is the input and $\\mathbf{y}=(y_1,y_2,\\ldots,y_m)$ is the output of a fully connected layer, then \n",
"\n",
"$$\\mathbf{y}=g(W \\cdot \\mathbf{x^T}),$$\n",
"\n",
"where $g()$ is the activation function and \n",
"\n",
"$$W=\\left(\n",
"\t\t\\begin{array}{cccc}\n",
"\t\tw_{1,1} & w_{1,2} & \\cdots & w_{1,16} \\\\ \n",
"\t\tw_{2,1} & w_{2,2} & \\cdots & w_{2,16} \\\\ \n",
" \\vdots & \\vdots & \\ddots & \\vdots \\\\\n",
"\t\tw_{8,1} & w_{8,2} & \\cdots & w_{8,16} \\\\ \n",
"\t\t\\end{array}\n",
"\t\t\\right)$$\n",
"\n",
"is the weight matrix. Entry $w_{i,j}$ is the weight from the $j.th$ element in $\\mathbf{x}$ to the $i.th$ element in $\\mathbf{y}$.\n",
"\n",
"As shown in the picture below, the output of the last pooling layer is serialized before it is fed into a fully connected layer. In this example only one fully connected layer is applied, i.e. the classifier is just a SLP. Since there are 8 neurons in the output of the fully connected layer, this example architecture can be applied for a classification into 8 classes. In this case the output is usually processed by a **softmax-activation function**, which is not depicted in the image below. "
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""
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"\n",
"### CNN Summary\n",
"\n",
"\n",
"Image source: [F. Chollet, Deep Learning with Python](https://www.manning.com/books/deep-learning-with-python)"
]
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"* The **Extractor-Part of a CNN** learns filters, which are able to extract **local structures**, which frequently occur in the training data.\n",
"* Since the features are local, restricted to the size of the filter-kernel, it doesn't matter at which position in the training images the structures appear $\\Rightarrow$ **Translation invariance**\n",
"* A CNN learns a **hierarchy of increasingly meaningful features**. Higher level features are combined from lower level features.\n",
"* Using high-level features such as a cat-eye, a cat-ear and a cat-mouth, a **classifier** at the end of the CNN can easily determine the correct class (cat).\n",
"* In the earlier layers, where the feature maps are quite large, the **location of features in the images** can be determined quite well.\n",
"* The deeper the layers the smaller their size and the **smaller the spatial resolution**. I.e. location information gets smaller. In the extreme case, where the feature map consists of only a single neuron, location information is zero. \n",
"* In some applications a classification task may benefit from zero-location information, in others location-information may support classification. "
]
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"### CNN Requirements\n",
"CNNs (deep neural networks in general) usually consist of many layers and learnable parameters $\\Rightarrow$ A large set of training data is required to learn robust models. However, there exist approaches to apply deep neural networks with only small sets of trainingdata, e.g.\n",
"\n",
"* Apply (and fine-tune) pretrained networks\n",
"* Apply **Active Learning**\n",
"* Apply Data Augmentation techniques\n",
"\n",
"The application of CNNs (deep neural networks in general) only makes sense if input data is somehow correlated. E.g. spatial correlation as in the case of images or temporal correlations as in the case of time-series data or in the case of written or spoken language."
]
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"## Advanced concepts\n",
"Above the basic concepts of CNNs, i.e. convolution-, pooling- and fully-connected layers have been introduced. Further concepts, frequently applied in CNNs are e.g.\n",
"\n",
"* normalization\n",
"* dropout\n",
"* dilation\n",
"* deconvolution\n",
"\n",
"Dropout has already been introduced in the context of MLPs. Below, deconvolution, dilation and batch-normalization are described. In order to understand deconvolution, we first show how any convolution can be realized as a filter matrix-multiplication. \n"
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"\n",
"### Convolution as matrix multiplication\n",
"Any convolutional filtering, as introduced above, can be calculated by matrix-multipliaction. Assume that the 2-dim input is\n",
"\n",
"$$\n",
"\\mathbf{X}=\\left[\n",
"\t\\begin{array}{cccc}\n",
"\tx_{0,0} & x_{0,1} & x_{0,2} & x_{0,3} \\\\\n",
"\tx_{1,0} & x_{1,1} & x_{1,2} & x_{1,3} \\\\\n",
"\tx_{2,0} & x_{2,1} & x_{2,2} & x_{2,3} \\\\\n",
"\tx_{3,0} & x_{3,1} & x_{3,2} & x_{3,3} \\\\\n",
"\t\\end{array}\n",
"\t\\right]\n",
"$$\n",
" \n",
"and the 2-dim filter is:\n",
"\n",
"$$\t\n",
"\\mathbf{W}=\\left[\n",
"\\begin{array}{ccc}\n",
"w_{0,0} & w_{0,1} & w_{0,2} \\\\\n",
"w_{1,0} & w_{1,1} & w_{1,2}\\\\\n",
"w_{2,0} & w_{2,1} & w_{2,2}\\\\\n",
"\\end{array}\n",
"\\right]\n",
"$$\n",
" \n",
"Then the serialized representation of the filter output, $\\mathbf{Y_s}$, can be calculated by:\n",
"\n",
"$$\n",
"\\mathbf{Y_s}=\\mathbf{W_S}*\\mathbf{X_S},\n",
"$$\n",
"\n",
"where $\\mathbf{W_S}$ is \n",
"\n",
"$$\n",
"\\mathbf{W_S}=\\left[\n",
"\t\\begin{array}{cccccccccccccccc}\n",
"\tw_{0,0} & w_{0,1} & w_{0,2} & 0 & w_{1,0} & w_{1,1} & w_{1,2} & 0 & w_{2,0} & w_{2,1} & w_{2,2} & 0 & 0 & 0 & 0 & 0 \\\\\n",
" 0 & w_{0,0} & w_{0,1} & w_{0,2} & 0 & w_{1,0} & w_{1,1} & w_{1,2} & 0 & w_{2,0} & w_{2,1} & w_{2,2} & 0 & 0 & 0 & 0 \\\\\n",
" 0 & 0 & 0 & 0 & w_{0,0} & w_{0,1} & w_{0,2} & 0 & w_{1,0} & w_{1,1} & w_{1,2} & 0 & w_{2,0} & w_{2,1} & w_{2,2} & 0 \\\\\n",
" 0 & 0 & 0 & 0 & 0 & w_{0,0} & w_{0,1} & w_{0,2} & 0 & w_{1,0} & w_{1,1} & w_{1,2} & 0 & w_{2,0} & w_{2,1} & w_{2,2} \\\\\n",
"\t\\end{array}\n",
"\t\\right]\n",
" $$\n",
" \n",
"and $\\mathbf{X_S}$ is the serialized representation of the input. \n",
"\n",
"$$\n",
"\\mathbf{X_s}=\n",
"\t\\left[\n",
"\t\\begin{array}{c}\n",
"\tX_{0,0} \\\\\n",
"\tX_{0,1} \\\\\n",
"\tX_{0,2} \\\\\n",
"\tX_{0,3} \\\\\n",
"\tX_{1,0} \\\\\n",
"\tX_{1,1} \\\\\n",
"\tX_{1,2} \\\\\n",
"\tX_{1,3} \\\\\n",
"\tX_{2,0} \\\\\n",
"\tX_{2,1} \\\\\n",
"\tX_{2,2} \\\\\n",
"\tX_{2,3} \\\\\n",
"\tX_{3,0} \\\\\n",
"\tX_{3,1} \\\\\n",
"\tX_{3,2} \\\\\n",
"\tX_{3,3} \\\\\n",
"\t\\end{array}\n",
"\t\\right]\t\n",
"$$\n",
"\n",
"Note that this matrix $\\mathbf{W_S}$ refers to the case of no zero-padding ($p=0$) and a step-size of $s=1$. However, it can easily be adopted to arbitrary values of $p$ and $s$."
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"### Deconvolution\n",
"The concept of convolution has been described in [section Concept of 2D-convolution](#conceptConvolution). Applying a squared filter of side-length `a`, with a zero-padding of `p` and a stepsize of `s` on a squared input of side-length `r` yields a squared output of side-length\n",
"\n",
"$$\n",
"o=\\frac{r-a+2p}{s}+1.\n",
"$$\n",
"\n",
"Depending on the parameters the output of side-length `o` is usually smaller than the input of side-length `r`. However, there is sometimes also demand for **calculating an output, which is larger than the input of the corresponding layer**. For example in \n",
"\n",
"* architectures, which shall provide a visualisation of the learned features, such as in the famous work of Zeiler and Fergus, [Visualizing and Understanding Convolutional Networks](https://arxiv.org/pdf/1311.2901.pdf).\n",
"* CNNs for increasing image resolution, e.g. [Accelerating the Super-Resolution CNN](http://mmlab.ie.cuhk.edu.hk/projects/FSRCNN.html),\n",
"* generative networks, e.g. **Generative Adversarial Networks (GANs)** as introduced in [Goodfellow et al: Generative Adversarial Nets](https://arxiv.org/pdf/1406.2661.pdf),\n",
"* CNNs for semantic segmentation, e.g. [Shelhamer et al: Fully Convolutional Networks for Semantic Segmentation](https://arxiv.org/pdf/1411.4038.pdf)\n",
"\n",
"The *increasing-operation* can be achieved by **deconvolutional layers**. Actually, the name *deconvolution* is misleading. Ihe operation shall be better named **transpose convolution**, because it is defined by multiplying the transposed matrix $W_S^T$ with an serialized from of the input. \n",
"\n",
"In section [Convolution as matrix multiplication](#convbymatrix) it was shown, that any convolution-filtering can be realized by matrix-multiplication:\n",
"\n",
"$$\n",
"\\mathbf{Y_s}=\\mathbf{W_S}*\\mathbf{X_S}\n",
"$$\n",
"\n",
"The serialized input $\\mathbf{X_S}$ has $r^2$ components and the serialized output has $o^2$ components, where $r$ and $o$ are the side-lengths of the squared input and output, respectively. Hence, matrix $\\mathbf{W_S}$ has $o^2$ rows and $r^2$ columns. The transpose of this matrix $\\mathbf{W_S^T}$ has $r^2$ rows and $o^2$ columns. Since, usually $o