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@serser
Created February 22, 2018 03:35
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"done\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"from keras.layers import Input, Lambda\n",
"from keras.models import Model\n",
"import scipy.misc\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"IMG_WIDTH = 320\n",
"IMG_HEIGHT = 240\n",
"SCALE = 8\n",
"\n",
"def SuperpixelConv2D(input_shape, scale=8, name='superpixel'):\n",
" def superpixel_shape(input_shape):\n",
" dims = [input_shape[0],\n",
" input_shape[1] / scale,\n",
" input_shape[2] / scale,\n",
" int(input_shape[3] * (scale ** 2))]\n",
" output_shape = tuple(dims)\n",
" return output_shape\n",
"\n",
" def superpixel(x):\n",
" return tf.space_to_depth(x, scale)\n",
"\n",
" return Lambda(superpixel, output_shape=superpixel_shape, name=name)\n",
"\n",
"# from https://github.com/twairball/keras-subpixel-conv\n",
"def SubpixelConv2D(input_shape, scale=8, name='subpixel'):\n",
" def subpixel_shape(input_shape):\n",
" dims = [input_shape[0],\n",
" input_shape[1] * scale,\n",
" input_shape[2] * scale,\n",
" int(input_shape[3] / (scale ** 2))]\n",
" output_shape = tuple(dims)\n",
" return output_shape\n",
"\n",
" def subpixel(x):\n",
" return tf.depth_to_space(x, scale)\n",
"\n",
" return Lambda(subpixel, output_shape=subpixel_shape, name=name)\n",
"\n",
"\n",
"print \"done\"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"done\n"
]
}
],
"source": [
"img_input = Input(shape=(IMG_HEIGHT, IMG_WIDTH, 1))\n",
"x = SuperpixelConv2D((None, IMG_HEIGHT, IMG_WIDTH, 1), SCALE)(img_input)\n",
"x = SubpixelConv2D((None, IMG_HEIGHT/SCALE, IMG_WIDTH/SCALE, 64), SCALE)(x)\n",
"\n",
"model = Model(img_input, x)\n",
"model.compile(optimizer=\"adam\", loss=\"binary_crossentropy\")\n",
"print \"done\"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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mX6ioFZvmWXHB6bkeB4Z0w7q3ByHOYvlxVXaOgKOS5rc5524IIdaAfyuE+Fr1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\nzQoVKlTYBSrSrFChQoVd4P8HbMpfSoBF6S8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116573a90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"done\n"
]
}
],
"source": [
"TEST_IMG = r'/Users/bo/Documents/github/HVP/gen/in-10.jpg'\n",
"img = scipy.misc.imread(TEST_IMG)\n",
"X = np.zeros((1,IMG_HEIGHT,IMG_WIDTH,1))\n",
"X[0,:,:,0] = img\n",
"out = model.predict(X)\n",
"out_img = out[0,:,:,0]\n",
"plt.imshow(out_img)\n",
"plt.show()\n",
"print \"done\"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(30, 40)\n"
]
},
{
"data": {
"image/png": 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/J2KJdF/W0DnOOEu6JfdD9Hj75uvjn7MkuhPtQ+BUfDnHVbcCa9M1+XrO2h8u\nP6H9mqYYrRmL0XOCmg+7ZmxBccrrG6Jc3hw3Xc7wuIb6z28+0Pp7kQK481k+li6vjQcP61Kjc7Nd\nM4Ft3WoexDsWj5fgsRtxuV0C0sn91blPotn+IHtDNwzDSAnWoBuGYaSEjkougegwraj0uQeKPcrm\nsMWobYFamcSHJRZet1SpP3QbqA278z+d4kLwmChpKS7EMe5Y/Mnnf1Jz6BeHe2VipsCK+iRkSYo/\nmRm+/iy5+OUBx8N5uC5JoMvD+31YimC/HpuO9j2WqzKeDwSn7VVlFbqu+omqpSbkz7OTpqiNShPM\nU/QxcXJDbbizNwXdNPkHhy3yeZCMwqkCfJmFJRO+vkyU7AToe8eScWBhi4ZhGL/ZWINuGIaREqxB\nNwzDSAkd1dArTjBZbuyQHJ42RilJJ4o0jplgHdYnSl8/dF20dsbDsf3yGj2YziNOF/fDGFlLrAnZ\niwnTm6Z0uiVvmHPsEOmY25QJONSw8b6DuHU5NC+KuKHznYCH/rcCa+Tc/8Baa2YWp+DzwwOj0nQA\nDfh1xPXhspo0AnwsTq/rpdOt8WOuFrseuxqndvbCNWumlNORhl2BvaEbhmGkBGvQDcMwUoI16IZh\nGCmhoxq6AzBdqX9IXxOeKGmNPE73TjJQljXxpJp6zRB7b3vW7jlenof6T1GfQlQMbty2POUcx8H6\ncbM1Q6RjBNga3bLmmoXnHZcul8vj7p2vqfO9Kgdev0ALqYlboeIE416fTo78KyreuMhjIHhof4J6\ntJr4IE4nj6LmvLifKSI2vyY1RIx/sO+qqeCK5JdxXTu0cx7O7z8zUqHxJzHXKy59te/LUX0jSbA3\ndMMwjJRgDbphGEZKsAbdMAwjJYhj0Wg2DyayC8AmAIsA7O7YgRvH6pWMbqvX0c65xZ0+qPl101i9\nGqch3+5ogz5zUJHHnXNv6fiBY7B6JaNb6zVXdOv1sHolo1vr1QgmuRiGYaQEa9ANwzBSwlw16Ovm\n6LhxWL2S0a31miu69XpYvZLRrfWKZU40dMMwDKP9mORiGIaREjraoIvIxSLynIg8LyLXdfLYh6jL\nzSKyU0Se8n4bFpEHRWRj9f8FHa7TShHZICLPiMjTIvLJLqlXQUR+JiL/Vq3Xn1Z/XyUij1bv550i\nEj1/WorpFt/uRr+u1sF8uwN0rEEXkQyAGwFcAuAkANeIyEmdOv4huAXAxfTbdQDWO+dOALC+aneS\nEoDPOOfMcWrbAAACPElEQVROAnAWgLXVazTX9ZoCcL5z7t8BOAXAxSJyFoC/APBV59zxAPYCuLbD\n9eoKusy3b0H3+TVgvt0ROvmGfgaA551zLzrnpgH8A4ArOnh8hXPuRwD20M9XALi1unwrgCs7XKdt\nzrl/rS6PAngWwPIuqJdzzh2omrnqPwfgfADfmat6dRFd49vd6NeA+Xan6GSDvhzAZs/eUv2tm1ji\nnNtWXd4OYMlcVUREjgFwKoBH0QX1EpGMiPwCwE4ADwJ4AcA+59xr87Z04/3sFN3u23PuPz7m27OH\ndYrWwR0M/5mTECARmQfguwA+5Zwb6YZ6OefKzrlTAKzAwTfS13e6DkbrzKVfA+bbs00nG/RXAKz0\n7BXV37qJHSKyFACq/+/sdAVEJIeDDn+7c+573VKv13DO7QOwAcBbAQyJyGtJ2bvxfnaKbvftrvAf\n8+3Zp5MN+mMATqj2HucBvB/AvR08fiPcC2BNdXkNgHs6eXAREQA3AXjWOfeVLqrXYhEZqi73ArgQ\nBzXQDQCumqt6dRHd7ttz6j+A+XbHcM517B+ASwH8Cgc1qs918tiHqMsdALYBKOKgRnYtgIU42NO+\nEcAPAQx3uE5vx8FPzicB/KL679IuqNebADxRrddTAL5Q/f1YAD8D8DyAbwPomct7Osf+1BW+3Y1+\nXa2X+XYH/tlIUcMwjJRgnaKGYRgpwRp0wzCMlGANumEYRkqwBt0wDCMlWINuGIaREqxBNwzDSAnW\noBuGYaQEa9ANwzBSwv8Haf/O9cGcCkkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116bd79d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"done\n"
]
}
],
"source": [
"new_model = Model(model.inputs, model.layers[-2].output)\n",
"out = new_model.predict(X)\n",
"\n",
"plt.subplot(121)\n",
"out_img = out[0,:,:,63]\n",
"print out_img.shape\n",
"\n",
"plt.imshow(out_img)\n",
"plt.subplot(122)\n",
"out_img = out[0,:,:,0]\n",
"plt.imshow(out_img)\n",
"plt.show()\n",
"print \"done\""
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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