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@praisethemoon
Created April 3, 2019 15:00
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Convolution over volume, in keras
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"from keras.models import Sequential\n",
"from keras.layers import Dense, Activation, Conv2D\n",
"import numpy as np\n",
"from PIL import Image\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def kernel_init(shape):\n",
" print(shape)\n",
" return 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]]]).reshape(shape)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 3, 3, 1)\n"
]
}
],
"source": [
"model = Sequential([\n",
" Conv2D(1, [3,3], kernel_initializer=kernel_init, \n",
" input_shape=(467, 700, 3), padding=\"valid\", use_bias=False, activation=None)\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d_1 (Conv2D) (None, 465, 698, 1) 27 \n",
"=================================================================\n",
"Total params: 27\n",
"Trainable params: 27\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"model.build()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"img = Image.open(\"japan.jpg\")\n",
"M = np.asarray(img)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(465, 698)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"C = model.predict(np.array([M])).reshape((465, 698))\n",
"C.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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(C)\n",
"plt.imshow(C)\n",
"plt.colorbar(heatmap)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def kernel_init2(shape):\n",
" print(shape)\n",
" return 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]]]).reshape(shape)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 3, 3, 1)\n"
]
}
],
"source": [
"model = Sequential([\n",
" Conv2D(1, [3,3], kernel_initializer=kernel_init2, \n",
" input_shape=(467, 700, 3), padding=\"valid\", use_bias=False, activation=None)\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d_2 (Conv2D) (None, 465, 698, 1) 27 \n",
"=================================================================\n",
"Total params: 27\n",
"Trainable params: 27\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"model.build()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"img = Image.open(\"japan.jpg\")\n",
"M = np.asarray(img)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(465, 698)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"C = model.predict(np.array([M])).reshape((465, 698))\n",
"C.shape"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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(C)\n",
"plt.imshow(C)\n",
"plt.colorbar(heatmap)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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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