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@ehrentreu
Created November 4, 2019 22:36
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{
"cells": [
{
"cell_type": "code",
"execution_count": 162,
"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": 163,
"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": 164,
"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",
" i=array(dx+dy).sum(axis=2)**2\n",
"\n",
" return (i)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20bc2370488>"
]
},
"execution_count": 165,
"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,'gray')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20bc39e7408>"
]
},
"execution_count": 166,
"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": [
"def minimum_seam(energy_bitmap):\n",
" \n",
" table_res = np.full((energy_bitmap.shape[0], energy_bitmap.shape[1] + 2), np.Infinity)\n",
" table_res[0, 1:-1] = energy_bitmap[0]\n",
" indexes_table = np.zeros((energy_bitmap.shape[0], energy_bitmap.shape[1]))\n",
" for i, line in enumerate(table_res[:-1]):\n",
" min_block = np.array([line[:-2], line[1:-1], line[2:]])\n",
" table_res[i+1, 1:-1] = energy_bitmap[i] + min_block.min( axis = 0)\n",
" indexes_table[i] = (min_block.argmin(axis = 0)) + (np.arange(indexes_table.shape[1])) -1\n",
"# table_res = table_res[:, 1:-1]\n",
" return table_res, indexes_table\n",
"\n",
"min_seam, indexes_table =minimum_seam(energy_map)\n",
"plt.imshow(min_seam)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
" "
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [],
"source": [
"\n",
"def draw_smallest_seam(energy_map):\n",
" mask_table = np.full(energy_map.shape, True, dtype = bool)\n",
" M, backtrack = minimum_seam(energy_map)\n",
" rows = M.shape[0]\n",
" min_index = int(backtrack[rows -1, :].argmin(axis = 0))\n",
" backtrack_reversed_range = reversed(range(backtrack.shape[0] -2))\n",
" for r in backtrack_reversed_range:\n",
" mask_table[r, min_index] = False\n",
" min_index = int(backtrack[r, min_index])\n",
"\n",
" return mask_table,M\n"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"execution_count": 168,
"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": {
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