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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "f7570fa1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1024, 1024, 3) float32\n",
"[147. 147. 123.]\n",
"[0.5764706 0.5764706 0.48235294]\n"
]
},
{
"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": [
"import numpy\n",
"import keras\n",
"import matplotlib.pyplot\n",
"import os\n",
"\n",
"img = keras.preprocessing.image.load_img(\"./Downloads/test/images/hurricane-harvey_00000096_post_disaster.png\")\n",
"img_array = keras.preprocessing.image.img_to_array(img)\n",
"\n",
"print(img_array.shape, img_array.dtype)\n",
"\n",
"print(img_array[50, 50])\n",
"\n",
"img_array = img_array/255.0\n",
"\n",
"print(img_array[50, 50])\n",
"\n",
"matplotlib.pyplot.imshow(img_array)\n",
"matplotlib.pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "00d2ad5c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1024, 1024, 3)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"from skimage.io import imread, imshow\n",
"\n",
"image = imread(\"./Downloads/test/images/hurricane-harvey_00000096_post_disaster.png\")\n",
"image.shape"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c9cac41d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(660, 450)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_matrix = np.zeros((660,450)) \n",
"feature_matrix.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "473563c1",
"metadata": {},
"outputs": [
{
"ename": "IndexError",
"evalue": "index 450 is out of bounds for axis 0 with size 450",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)",
"Input \u001b[1;32mIn [4]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m0\u001b[39m,image\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]):\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m0\u001b[39m,image\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m1\u001b[39m]):\n\u001b[1;32m----> 3\u001b[0m feature_matrix[i][j] \u001b[38;5;241m=\u001b[39m ((\u001b[38;5;28mint\u001b[39m(image[i,j,\u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mint\u001b[39m(image[i,j,\u001b[38;5;241m1\u001b[39m]) \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mint\u001b[39m(image[i,j,\u001b[38;5;241m2\u001b[39m]))\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m3\u001b[39m)\n",
"\u001b[1;31mIndexError\u001b[0m: index 450 is out of bounds for axis 0 with size 450"
]
}
],
"source": [
"for i in range(0,image.shape[0]):\n",
" for j in range(0,image.shape[1]):\n",
" feature_matrix[i][j] = ((int(image[i,j,0]) + int(image[i,j,1]) + int(image[i,j,2]))/3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b3714d1b",
"metadata": {},
"outputs": [],
"source": [
"for image in os.path(\"./Downloads/test/images/hurricane-harvey_00000096_post_disaster.png\"):\n",
" print(image)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1bcdb277",
"metadata": {},
"outputs": [],
"source": [
"yourpath = './Downloads/test/images'\n",
"for root, dirs, files in os.walk(yourpath, topdown=False):\n",
" for name in files:\n",
" img = keras.preprocessing.image.load_img(os.path.join(root, name))\n",
" img_array = keras.preprocessing.image.img_to_array(img)\n",
" print(img_array.shape, img_array.dtype)\n",
" print(img_array[50, 50])\n",
" img_array = img_array/255.0\n",
" print(img_array[50, 50])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "58e19b75",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
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