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@mezquita
Created November 29, 2018 13:26
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地図画像の変換.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import os,sys,re\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from PIL import Image\n",
"import matplotlib.pyplot as plt\n",
"import itertools as it\n",
"import time\n",
"\n",
"%pylab inline --no-import-all"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x22d59cf4898>"
]
},
"execution_count": 73,
"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": [
"img = Image.open(r\"F:\\virtual_machines\\public\\stdy\\batch\\map_image\\raw_map\\la-noscea_サスタシャ浸食洞.png\")\n",
"im = np.array(img)\n",
"# PillowのPIL.Imageからndarrayに変換した場合、色の並びはRGB(赤、緑、青)となる\n",
"# Image.fromarray()にndarrayを渡すとPIL.Imageが得られる。\n",
"# pil_img_f = Image.fromarray(np.uint8(im_f))\n",
"# pil_img_f.save('data/dst/lena_square_save.png')\n",
"plt.imshow(im)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(523, 700, 4)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.shape"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dtype('uint8')"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.dtype"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.ndim"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"def t_curve(x):\n",
" y = (np.sin(np.pi * (x / 255 - 0.4)) + 1)/2 * 255\n",
" return y\n",
"\n",
"def conversion(img, fnc):\n",
" for x, row in enumerate(img):\n",
" for y, px in enumerate(row):\n",
" img[x][y] = fnc(px)\n",
" # floatのリストのままでは画像に戻せない\n",
" return Image.fromarray(np.uint8(img))"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'30.66秒で変換処理を完了'"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stratTime = time.time() # プログラムの開始時刻\n",
"im2=conversion(im, t_curve)\n",
"endTime = time.time() # プログラムの終了時刻\n",
"runTime = endTime - stratTime # 処理時間\n",
"f\"{runTime:.2f}秒で変換処理を完了\"\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x22d59c2add8>"
]
},
"execution_count": 69,
"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": [
"plt.imshow(im2)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"def t_curve2(x):\n",
" y = (np.sin(np.pi * (x / 255 - 0.4)) + 1)/2 * 255\n",
" return np.uint8(y)\n",
"\n",
"def conversion2(img, fnc):\n",
" for x, row in enumerate(img):\n",
" for y, px in enumerate(row):\n",
" img[x][y] = fnc(px)\n",
" # floatのリストのままでは画像に戻せない\n",
" return Image.fromarray(np.uint8(img))"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.27秒で変換処理を完了'"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stratTime = time.time() # プログラムの開始時刻\n",
"im3=np.apply_along_axis(t_curve2,1,im)\n",
"endTime = time.time() # プログラムの終了時刻\n",
"runTime = endTime - stratTime # 処理時間\n",
"f\"{runTime:.2f}秒で変換処理を完了\"\n"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x22d59d56c88>"
]
},
"execution_count": 75,
"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": [
"plt.imshow(im3)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1, 2, 3],\n",
" [4, 5, 6]])"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a = np.array([[3,2,1],[5,4,6]])\n",
"np.apply_along_axis(lambda x: sorted(x), 1, a)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.55332086, 250.55332086, 250.95519522, 250.95519522],\n",
" ...,\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522]],\n",
"\n",
" [[250.55332086, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.55332086, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" ...,\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522]],\n",
"\n",
" [[250.1327695 , 250.55332086, 250.95519522, 250.95519522],\n",
" [250.55332086, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" ...,\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522],\n",
" [250.95519522, 250.55332086, 250.95519522, 250.95519522]],\n",
"\n",
" ...,\n",
"\n",
" [[250.55332086, 250.95519522, 39.30844899, 250.95519522],\n",
" [250.55332086, 250.55332086, 39.30844899, 250.95519522],\n",
" [250.55332086, 250.55332086, 38.18076271, 250.95519522],\n",
" ...,\n",
" [250.95519522, 251.33833157, 146.2809665 , 250.95519522],\n",
" [250.95519522, 251.33833157, 158.59899931, 250.95519522],\n",
" [250.95519522, 250.95519522, 173.55831244, 250.95519522]],\n",
"\n",
" [[250.95519522, 250.95519522, 46.34953489, 250.95519522],\n",
" [250.95519522, 250.95519522, 47.56721475, 250.95519522],\n",
" [250.95519522, 250.95519522, 55.12147369, 250.95519522],\n",
" ...,\n",
" [250.95519522, 251.33833157, 158.59899931, 250.95519522],\n",
" [250.95519522, 251.33833157, 161.63595792, 250.95519522],\n",
" [250.95519522, 251.33833157, 161.63595792, 250.95519522]],\n",
"\n",
" [[250.95519522, 251.33833157, 55.12147369, 250.95519522],\n",
" [250.95519522, 251.33833157, 75.64107801, 250.95519522],\n",
" [250.95519522, 251.33833157, 91.85321944, 250.95519522],\n",
" ...,\n",
" [250.95519522, 251.33833157, 173.55831244, 250.95519522],\n",
" [250.95519522, 250.95519522, 185.03361727, 250.95519522],\n",
" [250.95519522, 250.95519522, 179.35892199, 250.95519522]]])"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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