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@praisethemoon
Created April 3, 2019 14:59
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Convolution over volume
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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",
"import skimage\n",
"from PIL import Image\n",
"%matplotlib inline "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"img = Image.open(\"japan.jpg\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"M = np.asarray(img)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(467, 700, 3)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Vertical Edge detector"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"K1 = np.array(([[[0, 0, 0],[0, 0, 0],[0, 0, 0]], [[0, 0, 0],[0, 0, 0],[0, 0, 0]], [[-1, 0, 1],[-1, 0, 1],[-1, 0, 1]]]))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 3, 3)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"K1.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def conv(M, K, s = (1, 1, 1)):\n",
" m = M.shape[0]\n",
" m_ = K.shape[0]\n",
" n = M.shape[1]\n",
" n_ = K.shape[1]\n",
" d = K.shape[2]\n",
" \n",
" assert d == M.shape[2]\n",
" \n",
" output_shape = (((m - m_)//s[0] + 1), ((n - n_)//s[1] + 1))\n",
" total_output_size = output_shape[0] * output_shape[1]\n",
" \n",
" \"\"\" \n",
" create our im2col Matrix\n",
" view_as_windows returns a shape of (output_w, output_h, filter_w, filter_h) which we transform into\n",
" new Matrix of the form: Rows = total output flattened, Cols = filter shape flattened\n",
" \"\"\"\n",
" out = skimage.util.view_as_windows(M, (m_, n_, d), step=s)\n",
" \n",
" IM = out.reshape((total_output_size, m_*n_*d))\n",
" \n",
" # Flatten our filter\n",
" K_ = K.reshape((n_*m_*d))\n",
" conv = np.dot(IM, K_).reshape(output_shape)\n",
" \n",
" return conv"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"C1 = conv(M, K1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatmap = plt.pcolor(C1)\n",
"plt.imshow(C1)\n",
"plt.colorbar(heatmap)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Horizental Edge Detector"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"K2 = np.array([[[0, 0, 0],[0, 0, 0],[0, 0, 0]], [[0, 0, 0],[0, 0, 0],[0, 0, 0]], [[-1, -1, -1],[0, 0, 0],[1, 1, 1]]])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 3, 3)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"K2.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"C2 = conv(M, K2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatmap = plt.pcolor(C2)\n",
"plt.imshow(C2)\n",
"plt.colorbar(heatmap)\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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