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@TonsOfFun
Last active May 30, 2018 18:51
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{
"cells": [
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1b001f09b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cnts = cv2.findContours(mask.copy(), cv2.RETR_EXTERNAL,\n",
"\tcv2.CHAIN_APPROX_SIMPLE)\n",
"cnts = cnts[0] if imutils.is_cv2() else cnts[1]\n",
"cnts = contours.sort_contours(cnts)[0]\n",
"\n",
"labeled_image = image\n",
"# loop over the contours\n",
"for (i, c) in enumerate(cnts):\n",
"\t# draw the bright spot on the image\n",
"\t(x, y, w, h) = cv2.boundingRect(c)\n",
"\t((cX, cY), radius) = cv2.minEnclosingCircle(c)\n",
"\tcv2.circle(labeled_image, (int(cX), int(cY)), int(radius),\n",
"\t\t(0, 0, 255), 3)\n",
"\tcv2.putText(labeled_image, \"#{}\".format(i + 1), (x, y - 15),\n",
"\t\tcv2.FONT_HERSHEY_SIMPLEX, 0.45, (0, 0, 255), 2)\n",
"\n",
"plt.imshow(labeled_image, cmap='gray')\n",
"plt.title('image')\n",
"plt.show()"
]
}
],
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