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display opencv image using matplotlib in ipython notebook
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3186f29ac8>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7nfsAKQjGTgcnyf4G6ARxhM0Rh++/zenh++A3hNHRrg5ZNJqishirOT09JWlL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\n/x/EbaAdBnoHaAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f31c0347390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# python3\n",
"\n",
"%matplotlib inline\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"img = cv2.imread('dogfood.jpg')\n",
"img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
"\n",
"plt.imshow(img)"
]
}
],
"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": 2
}
@zori
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zori commented Sep 4, 2018

For flipping BGR -> RGB one could do img2 = img[:, :, ::-1] where img is the color image (read by imread) but it feels hacky, so I like the self-documented solution.

img = cv2.imread('img.jpg')
img2 = img[:, :, ::-1]
plt.imshow(img)

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