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Running
File size: 90,537 Bytes
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "44153707-a329-46d4-8eda-d0ffe1304999",
"metadata": {},
"outputs": [],
"source": [
"from colorbynumber.main import ColorByNumber\n",
"from colorbynumber import utils"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "497a508a-87fc-49f7-baca-3505ff0b57f1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABxCAYAAAB2kXBOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAAsTAAALEwEAmpwYAAAJGklEQVR4nO3c3W9UdQKH8e+ZMy8dnE5pQ2G6nQoNlEwJJIRN98JQJA3VMbFrDKYmG8MmrDFRbvo/rIlXXnqxgWTX8BrJVqNBs021baqG1USiJEiQWkRDobEUsNNpy8w5e0E6ocHKDEt/vznyfBIT2/HiizPz9JzTMzi+7wsAYEbI9gAAeJQQXQAwiOgCgEFEFwAMIroAYBDRBQCDwvd5nPvJAKByznIPcKQLAAYRXQAwiOgCgEH3u6a7xMgnn+j8yHCgSu3UN+ivBw5ofHxcR/99NFA/Zly5eu1vr8l1Xb311nEtLERsT6rAbfX2Pqn29oz+9fY/NL9w3fagirRt7FB399M6efKkzp49a3tORdavX6/9+/fryy+/1FdffSXXdW1PKpvnedq3b5/i8bjtKSumouieHx5SzxuvK7FSa1bAPze06vYrr+i7i9/p76OvS6ttLypf9FpUvc/1qqamRm+8kdTs7J9tT6rARW3delGbN7fph4kTeu4vM7YHlW1h3tPp/+TU3f20+vv7deLECduTKrJz507t379f58+fV3d3txobG21PKtuxY8eUz+eJ7iJHUq2k2mV/L1d9oov/4kgKS04kQOOXPDtxSUlLQx5EQou/wI1EHSVqg3O0NR9x5ATojGg5juMokUgomQzO6yYWi9mesOJ+By8tAAgOogsABhFdADCI6AKAQUQXAAwiugBgENEFAIOILgAYRHQBwCCiCwAGEV0AMIjoAoBBRBcADCK6AGAQ0QUAg4guABhEdAHAIKILAAYRXQAwiOgCgEFEFwAMIroAYBDRBQCDiC4AGER0AcAgogsABhFdADCI6AKAQUQXAAwiugBgENEFAIOILgAYRHQBwCCiCwAGEV0AMIjoAoBBRBcADCK6AGAQ0QUAg4guABhEdAHAIKILAAaFK/qvk3V6+w9pxVZozEqI7e5SJBJRTaxG6VyzVLS9qHwbmzZqzZo1yufzam7+r/L567Ynla2urqD29iflOI4mr9Sq/2je9qTy+VH9ceufJEkNDQ1Kp9OWB1Wmq6tLkuS6ro4fP67HHnvM8qLy+b6veDxue8aKcnzf/63Hlzw4Pz+v+fn5lV30kMViMcViMRUKBc3OztqeU5FwOKxVq1bJ8zzlcjnd57mqKqFQqPRmz+Vy8jzP8qLKJBIJhUIh5fN53b592/acisTjcUUiES0sLGhubs72nIpEo1HV1NTYnvEwOMs+UEl0V4Lv+6WYOI4jx1l2a9W6e3+QBPX//XIBD9KfQQre6+bu18vdQiGuUv6KZZ/Uyi4vPGSFQkFDQ0P69ttvVSgUtG7dOu3Zs0fr1q2zOasixWJRhw4d0rPPPqvm5mbbc8ri+77GxsY0Ojqq6elpOY6jHTt2qLOzMxBvoIGBAZ07d6709a1bt1RXV6e+vj57ox7AxMSE3n33XR04cMD2lLKcO3dOR44cUWNjY+l7LS0teuGFFwLzg6MaWI3uZ599pnA4rFdffVWRSKT0Inz55ZcVDludVpZffvlFIyMjunnzZqAuu8zNzWlwcFC9vb1qaGiQ7/v64IMPNDY2pra2Ntvz7iubzSqbzUq680NvcHBQ6XQ6UG/8QqGg0dFRjY+P255Stlwup2eeeUa7du2yPSXQrB7WnDlzRp2dnYpEIpKkVCqlpqamwLwQz549q0wmo02bNtmeUpGvv/5aO3fuVENDg6Q7p7e7d+/W8PCw3WEPYHR0VI2NjdqyZYvtKRU5deqUtm/fHpizI0kaHx9Xa2ur7RmBZ+1w8tKlS0qn03Jdt/Q9x3G0fft2ffHFF4E44nriiSckSd98843lJZXp6OhYclTo+75mZ2e1atUqi6sqd+XKFQ0MDGjv3r3yfT8wR7oXL16UJG3cuNHykspcuHBBtbW1OnnypCRp06ZN2rVrl1avXm13WMBYO9Kdnp5WfX39PW+UVCqla9euWVr1aHBdd8m1W8/z9N577+n555+3uKpyoVBI2WxWU1NTGhwcDMTdHfPz8xoeHtZTTz0VmB8Si1pbW9XS0qK+vj719fUpk8noww8/1PT0tO1pgVL9F06xohaviXZ2dgbuSDeVSimVSkmSDh8+rMnJyar+JWyxWNT777+vbDareDyuYjFAN41Leumll5Z8vXnzZvm+r08//VQ9PT2WVgWPtehGo1EtLCzc8/25uTnFYkH6+EVwFYtFffzxx2ppaVF7e7vtOf+X1tZWff/991Ud3UuXLmlgYEA3btyQdOcM4/Tp0zp48KDq6uq0d+/eJZfbgqCtrU2nTp2yPSNQrEU3k8loYGBA2Wx2yWnW559/XrpWipWzGNx0Oq329vbAnOpOTU2pvr7+nlvb8vm81q5da2lVeR5//HG9+eabpa89z9P09LRefPFFhUKhqr5db/GDUclkcsn3c7lcoD7xVg2sPcuu62rDhg0aGxsrXYvzPE+XL1/W+vXrbc16JHiep8HBQTU3NwcquJI0NDSkn376qfSa8X1fMzMzGhsb07Zt2yyv+22RSETJZLL0T21trWKxmJLJpBKJRFU/D1NTU/roo4+WfDDF8zyNjIxwC1mFrF7T7erq0jvvvKMzZ84oHA5rcnJSHR0dSiQSNmdVzHXdqn7D3M33fR09elSXL1/W7OysLly4UHosGo1qz549VX15p6enR/39/aXP6BeLRV2/fl29vb1VfaS4nCDcjy5JTU1NymQyOnjwYOmM4ueff9bWrVuVyWQsrwsW6x8D9jxPP/74owqFglKpVCBPVWZmZhSLxUr3G1cz3/c1MTGhfP7ev4DGdV21tLRU/XXFu/8MQdn8a3zf182bNwN1y1Uul9PVq1clSY2NjfdcbkBJ9f7dCwDwO7RsdIN3PgYAAUZ0AcAgogsABhFdADCI6AKAQUQXAAwiugBgENEFAIOILgAYRHQBwCCiCwAGEV0AMIjoAoBBRBcADCK6AGAQ0QUAg4guABhEdAHAIKILAAYRXQAwiOgCgEFEFwAMIroAYBDRBQCDiC4AGER0AcAgogsABhFdADCI6AKAQUQXAAwiugBgENEFAIOILgAYRHQBwCCiCwAGhe/zuGNkBQA8IjjSBQCDiC4AGER0AcAgogsABhFdADCI6AKAQf8DHol1EAn+4ZcAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Image from: https://www.pexels.com/photo/scarlet-macaw-1618424/\n",
"# Photographer: Tim Mossholder\n",
"\n",
"image_path = \"ExampleImages/Macaw.jpeg\"\n",
"color_list = [\n",
" (255, 5, 0), # Red\n",
" (2, 94, 3), # Dark Green\n",
" (0, 0, 255), # Blue\n",
" (216, 235, 52), # Yellow\n",
" (0,0,0), # Black\n",
" (255, 255, 255), # White\n",
"]\n",
"\n",
"# See colorbynumber/config.py for an explanation of these values\n",
"config = {\n",
" \"denoise\": True,\n",
" \"denoise_h\": 200,\n",
" \"border_padding\": 2,\n",
" \"area_perc_threshold\": 0.5,\n",
" \"check_shape_validity\": False,\n",
" \"arc_length_area_ratio_threshold\": 1,\n",
" \"border_color\": (0, 0, 0),\n",
" \"font_size\": 0.5,\n",
" \"font_color\": (0, 0, 0),\n",
" \"font_thickness\": 1,\n",
"}\n",
"\n",
"colorbynumber_obj = ColorByNumber(\n",
" image_path = image_path, \n",
" color_list = color_list,\n",
" config = config,\n",
")\n",
"numbered_islands = colorbynumber_obj.create_color_by_number()\n",
"\n",
"utils.show_image(colorbynumber_obj.simplified_image)\n",
"utils.show_image(numbered_islands, cmap = 'grey')\n",
"utils.show_image(colorbynumber_obj.generate_color_legend())"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b278a3ff-907b-43db-b7c8-c84803a4c1a7",
"metadata": {},
"outputs": [],
"source": [
"# Save images\n",
"\n",
"utils.save_image(colorbynumber_obj.simplified_image, \"OutputImages/simplified_image.png\")\n",
"utils.save_image(numbered_islands, \"OutputImages/numbered.png\")\n",
"utils.save_image(colorbynumber_obj.generate_color_legend(), \"OutputImages/legend.png\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "10c5078a-26cb-4e6e-9e3f-2a069c3111f3",
"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": "3.9.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|