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@ehrentreu
Created November 3, 2019 15:50
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{
"cells": [
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import imageio\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 99,
"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": [
"img = imageio.imread(\"tower_edit.jpg\")\n",
"plt.imshow(img)\n",
"array_img = np.asarray( img, dtype=int )"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"def calc_energy(img):\n",
" dx = abs(np.gradient(img, axis = 0)/255)\n",
" dy = abs(np.gradient(img, axis = 1)/255)\n",
" return (dx + dy)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1c707273fc8>"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"energy_map=calc_energy(array_img)\n",
"plt.imshow(energy_map)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"def minimum_seam(img):\n",
" r, c, _ = img.shape\n",
" energy_map = calc_energy(img)\n",
" M = energy_map.copy()\n",
" backtrack = np.zeros_like(M, dtype=np.int)\n",
"\n",
" for i in range(1, r):\n",
" for j in range(0, c-2):\n",
" if j == 0:\n",
" idx = np.argmin(M[i - 1, j:j + 2])%3\n",
" backtrack[i, j] = idx + j\n",
" min_energy = M[i - 1, idx + j] \n",
" else:\n",
" idx = np.argmin(M[i - 1, j - 1:j + 2])%3\n",
" backtrack[i, j] = idx + j - 1\n",
" min_energy = M[i - 1, idx + j - 1]\n",
"\n",
" M[i, j] += min_energy\n",
"\n",
" return M, backtrack\n",
"\n",
"M, backtrack =minimum_seam(array_img)\n",
"M = np.mean(M, -1)\n",
"plt.imshow(M,cm.gray);\n",
"figure()\n",
"plt.imshow(M)\n",
"figure()"
]
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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