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@ehrentreu
Created November 4, 2019 15:25
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{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"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": 17,
"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": 18,
"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": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20bbe74de88>"
]
},
"execution_count": 19,
"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",
" \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 21,
"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": [
"def minimum_seam(energy_bitmap):\n",
" table_res = np.full((energy_bitmap.shape[0], energy_bitmap.shape[1] + 2, energy_bitmap.shape[2]), np.Infinity)\n",
" table_res[0, 1:-1] = energy_bitmap[0]\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] + np.min(min_block, axis = 0)\n",
" table_res = np.mean(table_res, -1)\n",
" plt.imshow(table_res)\n",
" return table_res\n",
"\n",
"M =minimum_seam(energy_map)\n",
"M = np.mean(M, -1)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
" "
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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
}
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"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": 17,
"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": 18,
"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": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x20bbe74de88>"
]
},
"execution_count": 19,
"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",
" \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 21,
"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": [
"def minimum_seam(energy_bitmap):\n",
" table_res = np.full((energy_bitmap.shape[0], energy_bitmap.shape[1] + 2, energy_bitmap.shape[2]), np.Infinity)\n",
" table_res[0, 1:-1] = energy_bitmap[0]\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] + np.min(min_block, axis = 0)\n",
" table_res = np.mean(table_res, -1)\n",
" plt.imshow(table_res)\n",
" return table_res\n",
"\n",
"M =minimum_seam(energy_map)\n",
"M = np.mean(M, -1)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
" "
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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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