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@uchidama
Last active January 13, 2024 15:57
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Pillow to Opencv to find Contours, and back to Pillow Image.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import sys\n",
"from PIL import Image, ImageFilter\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2+VvKZ3ndi/O1hKpqetgMDtnEgX0u3lYSoTarcrbKzT3RzkGthek2+35PrxgS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\nrP2/PwoB3H5boEMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a128518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load BG Img\n",
"im_bg = Image.open('bg_yozora_night_sky_building.jpg')\n",
"\n",
"plt.imshow(im_bg)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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c6p3w9VZxno5fPmF6xUShtDaTAD8x48XjitgIiim73I/xH3qbsXrFClxz1VUn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\n/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7Zp+yptagSnbdqm7SXdpkZw2qZt2l7SbWoEp23apu0l3aZGcNqmbdpe0m1qBKdt2qbt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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11d71c278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load Front Img\n",
"im = Image.open('alien_ufo.png')\n",
"\n",
"plt.imshow(im)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(628, 494)\n",
"<class 'tuple'>\n"
]
},
{
"data": {
"image/png": 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pC59zl6waHwP8VR2sjTyLomaJda8x4G8Z0NoHcjCiKhoRsrIw8I0mz7LB5u5a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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11d7d9240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Resize\n",
"print(im.size)\n",
"print(type(im.size))\n",
"\n",
"img_resize = im.resize((int(im.size[0]/2), int(im.size[1]/2)))\n",
"\n",
"plt.imshow(img_resize)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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j+fLlNaaekob6t9RnprOM1plfL/jWqgtrKvOYdlhrFiaRDIlCQ3aA5Hg6G/Om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\nUFGUvEZFUFGUvEZFUFGUvEZFUFGUvOb/DZOijmlX97gAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11e0a2b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Open CV part\n",
"open_cv_image = np.array(img_resize) \n",
"\n",
"gray = cv2.cvtColor(open_cv_image, cv2.COLOR_BGR2GRAY)\n",
"\n",
"plt.imshow(gray)\n",
"plt.gray()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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RNCg0NJS7weQVXC4XGjRogJCQENNRPI5F0JDIyEhkZmbijjvuMB2FCD179sSpU6fwwgsv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\nicjRWASJyNH+H2YEknvp+0ieAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11d7c3a58>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2\n"
]
}
],
"source": [
"# binarize image\n",
"retval, bw = cv2.threshold(gray, 0, 1, cv2.THRESH_BINARY | cv2.THRESH_OTSU)\n",
"\n",
"# find contour\n",
"imgEdge,contours,hierarchy = cv2.findContours(bw, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
"\n",
"plt.imshow(bw)\n",
"plt.show()\n",
"\n",
"print(len(contours))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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etxSLRSuFVo6sqrWZnLvlzSj8l9mPN9Y6YgSMgSBwZKcV4HnQGYAKMtJz21hrSY3bj1Lu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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1239666a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# sort by area\n",
"contours.sort(key=cv2.contourArea, reverse=True)\n",
" \n",
"if len(contours[0]) > 0:\n",
" contour = contours[0]\n",
"\n",
" # 輪郭の近似\n",
" epsilon = cv2.arcLength(contour,True)\n",
" approx = cv2.approxPolyDP(contour,\n",
" 0.003*epsilon, # 近似の具合\n",
" True)\n",
" cv2.drawContours(open_cv_image, [approx], -1, (0, 255, 0, 255), 10)\n",
"\n",
"plt.imshow(open_cv_image)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2+VvKZ3ndi/O1hKpqetgMDtnEgX0u3lYSoTarcrbKzT3RzkGthek2+35PrxgS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mz1lrRdDBxIfQHqQt3JpDpmPuV57VWPvZdV0R6jnqrIW55vP5RP7kfrhMoaB1ifLJnEdtEl4e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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x122f76b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# OpenCV to Pillow\n",
"pil_image = Image.fromarray(open_cv_image)\n",
"\n",
"im_bg.paste(pil_image, (int((im_bg.size[0]-pil_image.size[0])/2),int((im_bg.size[1]-pil_image.size[1])/2)), mask=pil_image)\n",
"plt.imshow(im_bg)\n",
"plt.show()\n"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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