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@jhconning
Created December 2, 2018 13:39
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Detecting farm plots and properties edges and sizes from imagery\n",
"\n",
"Tim Chinenov shared MATLAB code for detecting farm plot images. This is my attempt to replicate some of his steps in python using the opencv and scikit-image image processing libraries. \n",
"\n",
"A few comments.\n",
"- The first part reduces noise and then tries to detect edges which in turn requires a few steps.\n",
"- We'll use the opencv [.Canny](https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_imgproc/py_canny/py_canny.html) method to do these steps at once\n",
" - This will require some parameter turning, specifically the low and high thresholds (for 'suppressing weak edges that are not connected to strong edges'). This seems more art than science.. and I'm not getting great results on my first try.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"import cv2\n",
"from skimage.measure import label, regionprops"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read in a farm plot image. The 0 at the end of imread makes sure the image is read in as grayscale"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"img = cv2.imread('small_farms.jpg',0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"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(img,cmap = 'gray');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reduce noise and detect edges\n",
"\n",
"Following ideas from [this tutorial](https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_imgproc/py_canny/py_canny.html)\n",
"\n",
"Edge detection is susceptible to noise so we want to remove noise with a Gaussian filter or some other method first. \n",
"OpenCV's Canny function is supposed to first filter and then do edge detection, but I'm finding that it seems better (like Tim did) it's better to apply a median blur filter first to take out noise/detail. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Median blur"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"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": [
"#median = cv2.medianBlur(img, 5)\n",
"#median= cv2.bilateralFilter(img,9,75,75)\n",
"median= cv2.GaussianBlur(img, (3, 3), 0)\n",
"plt.imshow(median);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Edge detection"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"edges = cv2.Canny(median,20,200)\n",
"laplacian = cv2.Laplacian(median, cv2.CV_64F)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"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(laplacian,cmap = 'gray');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Label image and extract properties\n",
"\n",
"This 'works' but is labeling far too many regions... so seems to have failed. If area is measured in pixels then we've definitely failed b/c they are way too small."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"455542"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"label_img = label(laplacian)\n",
"regions = regionprops(label_img)\n",
"len(regions)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"regions[0].area"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Extract areas to a numpy array to study their distribution"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"areas = np.array([region.area for region in regions])\n",
"men = areas.mean() + areas.std()\n",
"big = areas.max()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"455542"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(areas)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This seems a huge number... we are probably picking up mostly noise still which gets recorded as tiny plots. \n",
"\n",
"Let's just look at the top 0.1 percent of sizes"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"298"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lgareas = areas[areas > np.percentile(areas, 99.9)]\n",
"len(lgareas)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Xkk0rUNeNQzXtTrJtnnX73F+nJ/lSkp1J7k7ypq59qmNsgbqmOsYWqGuqY2yBuqY6xpL8YZKvJflWV9c/du1nJPlqN25u7C7GGbX+27p9dW+SFy26wao6Kl/Ac4BzgB1Dbe8HNnXTm4D3jVjvROCB7v2EbvqEnut6IXBMN/2+UXV1y3YDJ63g/no38A+LrLcKuB84E3gc8C3g7D7rmrP8SuCdU9hfq4FzuuknAt9l8HMqUx1jC9Q11TG2QF1THWPz1TXtMcbgXqwndNPHAl8FngXcBFzctX8U+PsR657d7aPjgDO6fbdqoe0dtUcEVXUH8PCc5ouA67rp64CXjVj1RcCWqnq4qn4CbAHO77OuqvpiVR3sZu9kcN/Fippnfy3Fb35OpKr+Bzj0cyK915UkwKuAGya1vaWqqr1V9Y1u+ufATgZ31E91jM1X17TH2AL7ayl6G2OL1TWtMVYDv+hmj+1eBTwP+FTXPt/4ugj4RFX9qqq+B+xisA/nddQGwTxOqaq9MBgAwMkj+oz6eYylDthJeD3w+XmWFfDFJHdlcGf2Sri8O51wzTynOaa5v54N7Kuq++ZZviL7K8la4BkM/tV2xIyxOXUNm+oYG1HXETHG5tlfUxtjSVZ1p6T2M/jHwv3AT4cCfb79cNj7q7UgWIpFfx6jtw0n7wAOAtfP0+W8qjqHwa+6XpbkOT2XdBVwFrAe2MvgEHmuqe0v4BIW/pda7/sryROAm4E3V9UjS11tRNtE99l8dU17jI2o64gYYwv8Hac2xqrqsapaz+Do7VzgqaO6jWg77P3VWhDsS7IaoHvfP6LPoj+P0YfuC8OXAK+u7kTfXFX1YPe+H7iFRQ73xlVV+7rB+GvgY/Nsb1r76xjgFcCN8/Xpe38lOZbB/zyur6pPd81TH2Pz1DX1MTaqriNhjC2wv6Y+xrrP/inwXwy+Izi+qwvm3w+Hvb9aC4JbgUNXaGwAPjuizxeAFyY5oTtMfWHX1psMHuLzVuClVfXoPH0en+SJh6a7unaM6jvBulYPzb58nu1N6+dEXgDcU1V7Ri3se391546vBnZW1YeGFk11jM1X17TH2AJ1TXWMLfB3hCmOsSQz6a7sSvJHXS07gS8Bf911m2983QpcnOS4JGcA64CvLbjBSX/bfaS8GBzO7QX+l0FCXgo8CbgduK97P7HrO8vgKWqH1n09gy9YdgGvW4G6djE4p7ete3206/snwG3d9JkMrgT4FnA38I4VqOvfgW8D27vBtXpuXd38hQyutrh/Jerq2q8F3jin70rur79gcLi9fejvduG0x9gCdU11jC1Q11TH2Hx1TXuMAU8HvtnVtYPuqqVum1/r/p6fBI7r2l8KvGdo/Xd0++pe4ILFtuedxZLUuNZODUmS5jAIJKlxBoEkNc4gkKTGGQSS1DiDQJIaZxBIUuMMAklq3P8B1K01E80bokUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(lgareas);"
]
}
],
"metadata": {
"hide_input": false,
"kernelspec": {
"display_name": "Python [default]",
"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": "3.6.6"
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"oldHeight": 122.4,
"position": {
"height": "40px",
"left": "1253.2px",
"right": "20px",
"top": "120px",
"width": "250px"
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"varInspector_section_display": "none",
"window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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