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@praisethemoon
Created March 26, 2019 22:09
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Intuition behind convolutions
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from PIL import Image\n",
"%matplotlib inline "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"img = Image.open(\"japan.jpg\").convert('L')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"M = np.asarray(img)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(M, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(467, 700)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Vertical Edge detector"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"K1 = np.array([[1, 0, -1],[1, 0, -1],[1, 0, -1]])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 3)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"K1.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAADe1JREFUeJzt3W2sZWV5xvH/VQYwUSvgnJbJMIikRIp9iXhCUZuGVE2QGKaJNMEPCgYywUqqiU2KmuBL0lT9YFOrkYxKhMYgKRg9NmMMFqg2DZQjGRhgQhlIGk5mIkewg0SLHXv3w1na3c0+c848e+2X0f8v2dnr5dnrvnkmuWbtvdZiUlVI0rH6tVk3IOn4ZHhIamJ4SGpieEhqYnhIamJ4SGoyVngkOS3JHUke695PXWfcz5Ls7V5L49SUNB8yzn0eST4JPFNVH09yHXBqVf3liHHPVdVLxuhT0pwZNzweBS6qqkNJtgF3V9WrRowzPKRfMuOGx39W1SkD6z+sqhd8dUlyBNgLHAE+XlVfW+d4u4BdAC9+8Ytfe+655zb39svu4MGDs25h7h06dGjWLRwPflBVCy0f3LLRgCTfBk4fsetDx1DnzKo6mORs4M4k+6rq8eFBVbUb2A2wuLhYy8vLx1DiV8tHP/rRWbcw9z7ykY/MuoXjwX+0fnDD8KiqN623L8n3k2wb+Nry1DrHONi9P5HkbuA1wAvCQ9LxY9xLtUvAFd3yFcDXhwckOTXJyd3yVuANwCNj1pU0Y+OGx8eBNyd5DHhzt06SxSRf6Mb8NrCc5AHgLtZ+8zA8pOPchl9bjqaqngbeOGL7MnB1t/yvwO+OU0fS/PEOU0lNDA9JTQwPSU0MD0lNDA9JTQwPSU0MD0lNDA9JTQwPSU0MD0lNDA9JTQwPSU0MD0lNDA9JTQwPSU0MD0lNDA9JTQwPSU0MD0lNDA9JTQwPSU0MD0lNDA9JTQwPSU0MD0lNDA9JTQwPSU16CY8kFyd5NMmBJNeN2H9yklu7/fcmOauPupJmZ+zwSHIC8FngLcB5wNuTnDc07Crgh1X1W8DfAJ8Yt66k2erjzOMC4EBVPVFVPwW+AuwcGrMTuKlbvg14Y5L0UFvSjPQRHtuBJwfWV7ptI8dU1RHgMPDyHmpLmpE+wmPUGUQ1jCHJriTLSZZXV1d7aE3SpPQRHivAjoH1M4CD641JsgV4GfDM8IGqandVLVbV4sLCQg+tSZqUPsLjPuCcJK9MchJwObA0NGYJuKJbvgy4s6pecOYh6fixZdwDVNWRJNcC3wJOAG6sqoeTfAxYrqol4IvA3yc5wNoZx+Xj1pU0W2OHB0BV7QH2DG27fmD5v4A/7aOWpPngHaaSmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmvQSHkkuTvJokgNJrhux/8okq0n2dq+r+6graXa2jHuAJCcAnwXeDKwA9yVZqqpHhobeWlXXjltP0nzo48zjAuBAVT1RVT8FvgLs7OG4kuZYH+GxHXhyYH2l2zbsbUkeTHJbkh2jDpRkV5LlJMurq6s9tCZpUvoIj4zYVkPr3wDOqqrfA74N3DTqQFW1u6oWq2pxYWGhh9YkTUof4bECDJ5JnAEcHBxQVU9X1fPd6ueB1/ZQV9IM9REe9wHnJHllkpOAy4GlwQFJtg2sXgrs76GupBka+2pLVR1Jci3wLeAE4MaqejjJx4DlqloC/jzJpcAR4BngynHrSpqtscMDoKr2AHuGtl0/sPwB4AN91JI0H7zDVFITw0NSE8NDUhPDQ1ITw0NSE8NDUhPDQ1ITw0NSE8NDUhPDQ1ITw0NSE8NDUhPDQ1ITw0NSE8NDUhPDQ1ITw0NSE8NDUhPDQ1ITw0NSE8NDUhPDQ1ITw0NSE8NDUhPDQ1ITw0NSE8NDUpNewiPJjUmeSvLQOvuT5NNJDiR5MMn5fdSVNDt9nXl8Cbj4KPvfApzTvXYBn+uprqQZ6SU8quo7wDNHGbITuLnW3AOckmRbH7Ulzca0fvPYDjw5sL7Sbft/kuxKspxkeXV1dUqtSWoxrfDIiG31gg1Vu6tqsaoWFxYWptCWpFbTCo8VYMfA+hnAwSnVljQB0wqPJeCd3VWXC4HDVXVoSrUlTcCWPg6S5BbgImBrkhXgw8CJAFV1A7AHuAQ4APwYeFcfdSXNTi/hUVVv32B/Ae/po5ak+eAdppKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6Smhgekpr0Eh5JbkzyVJKH1tl/UZLDSfZ2r+v7qCtpdnr5h66BLwGfAW4+ypjvVtVbe6onacZ6OfOoqu8Az/RxLEnHh2n+5vG6JA8k+WaSV48akGRXkuUky6urq1NsTdKxmlZ43A+8oqp+H/g74GujBlXV7qparKrFhYWFKbUmqcVUwqOqnq2q57rlPcCJSbZOo7akyZhKeCQ5PUm65Qu6uk9Po7akyejlakuSW4CLgK1JVoAPAycCVNUNwGXAu5McAX4CXF5V1UdtSbPRS3hU1ds32P8Z1i7lSvol4R2mkpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmhgekpoYHpKaGB6SmowdHkl2JLkryf4kDyd574gxSfLpJAeSPJjk/HHrSpqtPv6h6yPA+6vq/iQvBb6X5I6qemRgzFuAc7rXHwCf694lHafGPvOoqkNVdX+3/CNgP7B9aNhO4OZacw9wSpJt49aWNDu9/uaR5CzgNcC9Q7u2A08OrK/wwoCRdBzpLTySvAS4HXhfVT07vHvER2rEMXYlWU6yvLq62ldrkiagl/BIciJrwfHlqvrqiCErwI6B9TOAg8ODqmp3VS1W1eLCwkIfrUmakD6utgT4IrC/qj61zrAl4J3dVZcLgcNVdWjc2pJmp4+rLW8A3gHsS7K32/ZB4EyAqroB2ANcAhwAfgy8q4e6kmZo7PCoqn9h9G8ag2MKeM+4tSTND+8wldTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNTE8JDUxPCQ1MTwkNRk7PBIsiPJXUn2J3k4yXtHjLkoyeEke7vX9ePWlTRbW3o4xhHg/VV1f5KXAt9LckdVPTI07rtV9dYe6kmaA2OfeVTVoaq6v1v+EbAf2D7ucSXNtz7OPH4hyVnAa4B7R+x+XZIHgIPAX1TVwyM+vwvY1a0+n+ShPvvrwVbgB7NuYoD9HN289QPz19OrWj+YquqlgyQvAf4Z+Kuq+urQvl8H/qeqnktyCfC3VXXOBsdbrqrFXprrybz1ZD9HN2/9wPz1NE4/vVxtSXIicDvw5eHgAKiqZ6vquW55D3Bikq191JY0G31cbQnwRWB/VX1qnTGnd+NIckFX9+lxa0uanT5+83gD8A5gX5K93bYPAmcCVNUNwGXAu5McAX4CXF4bf1/a3UNvfZu3nuzn6OatH5i/npr76e03D0m/WrzDVFITw0NSk7kJjySnJbkjyWPd+6nrjPvZwG3uSxPo4+IkjyY5kOS6EftPTnJrt//e7t6WidpET1cmWR2Yl6sn2MuNSZ5a7x6crPl01+uDSc6fVC/H0NPUHo/Y5OMaU52jiT1CUlVz8QI+CVzXLV8HfGKdcc9NsIcTgMeBs4GTgAeA84bG/BlwQ7d8OXDrhOdlMz1dCXxmSn9OfwScDzy0zv5LgG8CAS4E7p2Dni4C/nFK87MNOL9bfinw7yP+vKY6R5vs6ZjnaG7OPICdwE3d8k3An8yghwuAA1X1RFX9FPhK19egwT5vA97488vQM+xpaqrqO8AzRxmyE7i51twDnJJk24x7mpra3OMaU52jTfZ0zOYpPH6zqg7B2n8s8BvrjHtRkuUk9yTpO2C2A08OrK/wwkn+xZiqOgIcBl7ecx/H2hPA27pT4NuS7JhgPxvZbL/T9rokDyT5ZpJXT6PgUR7XmNkcbeYRks3OUa/PtmwkybeB00fs+tAxHObMqjqY5GzgziT7qurxfjpk1BnE8LXszYzp02bqfQO4paqeT3INa2dGfzzBno5m2vOzGfcDr6j/ezzia8BRH48YV/e4xu3A+6rq2eHdIz4y8TnaoKdjnqOpnnlU1Zuq6ndGvL4OfP/np27d+1PrHONg9/4EcDdrKdqXFWDwb+0zWHuQb+SYJFuAlzHZU+YNe6qqp6vq+W7188BrJ9jPRjYzh1NVU348YqPHNZjBHE3iEZJ5+tqyBFzRLV8BfH14QJJTk5zcLW9l7e7W4f9vyDjuA85J8sokJ7H2g+jwFZ3BPi8D7qzuF6cJ2bCnoe/Ll7L2nXZWloB3dlcULgQO//zr6KxM8/GIrs5RH9dgynO0mZ6a5mgav0Bv8hfhlwP/BDzWvZ/WbV8EvtAtvx7Yx9oVh33AVRPo4xLWfo1+HPhQt+1jwKXd8ouAfwAOAP8GnD2Fudmop78GHu7m5S7g3An2cgtwCPhv1v4GvQq4Brim2x/gs12v+4DFKczPRj1dOzA/9wCvn2Avf8jaV5AHgb3d65JZztEmezrmOfL2dElN5ulri6TjiOEhqYnhIamJ4SGpieEhqYnhIamJ4SGpyf8CgxH7+WQ6tOcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(K1, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def conv(M, K, s = (1, 1)):\n",
" m = M.shape[0]\n",
" m_ = K.shape[0]\n",
" n = M.shape[1]\n",
" n_ = K.shape[1]\n",
" \n",
" output_shape = (((int)((m - m_)/s[0] + 1), (int)((n - n_)/s[1] + 1)))\n",
" \n",
" C = np.zeros((output_shape))\n",
" for i in range(output_shape[0]):\n",
" for j in range(output_shape[1]):\n",
" value = 0\n",
" \n",
" for v in range(K.shape[0]):\n",
" for w in range(K.shape[1]):\n",
" value += K[v][w] * M[i*s[0] + v][j*s[1]+w]\n",
" C[i][j] = value\n",
" return C"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"C1 = conv(M, K1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(C1, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Horizental Edge Detector"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"K2 = np.array([[-1, -1, -1], [0, 0, 0], [1, 1, 1]])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(K2, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"C2 = conv(M, K2) "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(C2, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(C1+C2, cmap='gray')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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