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@TonsOfFun
Last active May 21, 2018 18:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from imutils import contours\n",
"from skimage import measure\n",
"import numpy as np\n",
"import argparse\n",
"import imutils\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Inspired by this post by Adrian over at pyimagesearch.com [detecting multiple bright spots](https://www.pyimagesearch.com/2016/10/31/detecting-multiple-bright-spots-in-an-image-with-python-and-opencv/)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4d72dee3c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image = cv2.imread('test3.png')\n",
"orig = image.copy()\n",
"gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
"\n",
"plt.imshow(orig, cmap='gray')\n",
"plt.title('gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4d72b7a390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"blurred = cv2.GaussianBlur(gray, (11, 11), 0)\n",
"thresh = cv2.threshold(blurred, 150, 255, cv2.THRESH_BINARY)[1]\n",
"thresh = cv2.erode(thresh, None, iterations=2)\n",
"thresh = cv2.dilate(thresh, None, iterations=4)\n",
"plt.imshow(thresh, cmap='gray')\n",
"plt.title('Bud Area')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"labels = measure.label(thresh, neighbors=8, background=0)\n",
"mask = np.zeros(thresh.shape, dtype=\"uint8\")\n",
" \n",
"# loop over the unique components\n",
"for label in np.unique(labels):\n",
"\t# if this is the background label, ignore it\n",
"\tif label == 0:\n",
"\t\tcontinue\n",
" \n",
"\t# otherwise, construct the label mask and count the\n",
"\t# number of pixels \n",
"\tlabelMask = np.zeros(thresh.shape, dtype=\"uint8\")\n",
"\tlabelMask[labels == label] = 255\n",
"\tnumPixels = cv2.countNonZero(labelMask)\n",
" \n",
"\t# if the number of pixels in the component is sufficiently\n",
"\t# large, then add it to our mask of \"large blobs\"\n",
"\tif numPixels > 50:\n",
"\t\tmask = cv2.add(mask, labelMask)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"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",
"# 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(image, (int(cX), int(cY)), int(radius),\n",
"\t\t(0, 0, 255), 3)\n",
"\tcv2.putText(image, \"#{}\".format(i + 1), (x, y - 15),\n",
"\t\tcv2.FONT_HERSHEY_SIMPLEX, 0.45, (0, 0, 255), 2)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4d72a45e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(image, cmap='gray')\n",
"plt.title('Annotated')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
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