{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PhenoCam - Extracting Image Statistics over a Region of Interest (ROI)\n", "\n", "Here's an iPython notebook to demonstrate the code used in getting stats from an image and ROI mask pair. Let's start by reading in an image and mask. The routine processing code is written in python but we've compared similar processing in R, and MATLAB with comparable results. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from PIL import Image, ImageOps\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime, timedelta\n", "\n", "%matplotlib inline\n", "\n", "test_image = 'harvard_2008_08_24_120140.jpg'\n", "test_mask = 'harvard_DB_0001_01.tif'\n", "\n", "# read in mask image and convert to nparray\n", "mask_img = Image.open(test_mask)\n", "roimask = np.asarray(mask_img, dtype=np.bool8)\n", "\n", "# read in canopy image\n", "img = Image.open(test_image)\n", "img.load()\n", "\n", "# create an image with alpha mask\n", "rev_mask_img = ImageOps.invert(mask_img)\n", "alpha_data = rev_mask_img.getdata()\n", "rev_mask_img.putdata(alpha_data,.4,150)\n", "imga = img.copy()\n", "fig = plt.figure(figsize=[8,8])\n", "imga.putalpha(rev_mask_img)\n", "plt.imshow(imga)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The quantity we use for phenological studies is the \"green chromatic coordinate\" or \"gcc\" value. This is defined as:\n", "\n", "$$ gcc = \\frac{g_{mean}}{r_{mean} + g_{mean} + b_{mean}} $$\n", "\n", "To further characterize the distribution of color over the ROi we also calculate the percentiles of the distributions of the digital number (DN) values for each color plane. The correlations coefficients between the DN's of the different color planes are also calculated. Here is the function used in standard processing routines." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def get_roi_stats(im, roimask):\n", " \"\"\"\n", " Function to return a collection of stats for DN values for an image / mask pair.\n", " \"\"\"\n", " \n", " # split into bands\n", " (im_r, im_g, im_b) = im.split()\n", "\n", " # create numpy arrays with bands\n", " r_array = np.asarray(im_r, dtype=np.int16)\n", " g_array = np.asarray(im_g, dtype=np.int16)\n", " b_array = np.asarray(im_b, dtype=np.int16)\n", "\n", " # try applying mask to red image ... if mask and image don't\n", " # have same size this will raise an exception.\n", " try:\n", " r_ma = np.ma.array(r_array,mask=roimask)\n", " except:\n", " errstr = \"Error applying mask to image file.\\n\"\n", " sys.stderr.write(errstr)\n", " return None\n", "\n", " # make masked arrays for G,B\n", " g_ma = np.ma.array(g_array,mask=roimask)\n", " b_ma = np.ma.array(b_array,mask=roimask)\n", "\n", " # find mean, std\n", " r_vals = r_ma.compressed()\n", " r_mean = r_vals.mean()\n", " r_diff = np.float64(r_vals) - r_mean\n", " r_std = np.sqrt(np.dot(r_diff, r_diff)/r_vals.size)\n", "\n", " g_vals = g_ma.compressed()\n", " g_mean = g_vals.mean()\n", " g_diff = np.float64(g_vals) - g_mean\n", " g_std = np.sqrt(np.dot(g_diff, g_diff)/g_vals.size)\n", " \n", " b_vals = b_ma.compressed()\n", " b_mean = b_vals.mean()\n", " b_diff = np.float64(b_vals) - b_mean\n", " b_std = np.sqrt(np.dot(b_diff, b_diff)/b_vals.size)\n", " \n", " # calculate percentiles for each array\n", " r_pcts = np.percentile(r_vals, (5., 10., 25., 50., 75., 90., 95.))\n", " g_pcts = np.percentile(g_vals, (5., 10., 25., 50., 75., 90., 95.))\n", " b_pcts = np.percentile(b_vals, (5., 10., 25., 50., 75., 90., 95.))\n", " \n", " \n", " # calculate covariance \n", " rg_cov = np.dot(r_diff, g_diff)/r_diff.size\n", " gb_cov = np.dot(g_diff, b_diff)/g_diff.size\n", " br_cov = np.dot(b_diff, r_diff)/b_diff.size\n", " \n", " # correlation coefficients\n", " RG_cor = rg_cov/(r_std * g_std)\n", " GB_cor = gb_cov/(g_std * b_std)\n", " BR_cor = br_cov/(b_std * r_std)\n", " \n", " # return list of values\n", " return [{'mean': r_mean, \n", " 'stdev': r_std, \n", " 'percentiles': r_pcts}, \n", " {'mean': g_mean,\n", " 'stdev': g_std, \n", " 'percentiles':g_pcts}, \n", " {'mean': b_mean, \n", " 'stdev': b_std, \n", " 'percentiles': b_pcts}, \n", " RG_cor, GB_cor, BR_cor]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'mean': 62.556640022649944,\n", " 'percentiles': array([ 10., 17., 32., 57., 86., 116., 136.]),\n", " 'stdev': 39.89378239977369},\n", " {'mean': 83.98557582927606,\n", " 'percentiles': array([ 24., 32., 51., 80., 111., 141., 161.]),\n", " 'stdev': 42.9818562214877},\n", " {'mean': 49.75276678143312,\n", " 'percentiles': array([ 2., 9., 23., 44., 70., 97., 116.]),\n", " 'stdev': 35.644726697302914},\n", " 0.9763780243197164,\n", " 0.942886118518965,\n", " 0.9420226381040935]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# call stats function\n", "stats = get_roi_stats(img, roimask)\n", "stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a better idea of what these numbers mean let's repeat the above without using a function. That way we can examine some of the intermediate steps. In particular it would be nice to examine the distribution of DN values over the ROI for each of the color planes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# split into bands\n", "(im_r, im_g, im_b) = img.split()\n", "\n", "# create numpy arrays with bands\n", "r_array = np.asarray(im_r, dtype=np.float64)\n", "g_array = np.asarray(im_g, dtype=np.float64)\n", "b_array = np.asarray(im_b, dtype=np.float64)\n", "brt_array = r_array + g_array + b_array\n", "\n", "# apply mask to brightness image \n", "brt_ma = np.ma.array(brt_array,mask=roimask)\n", "\n", "# make masked arrays for R,G,B\n", "g_ma = np.ma.array(g_array,mask=roimask)\n", "r_ma = np.ma.array(r_array,mask=roimask)\n", "b_ma = np.ma.array(b_array,mask=roimask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basically, all I've done so far is split the image into R,G and B components and created a ```numpy``` \"masked array\". For simple stats, like ```mean```, used in the previous calculations we could just use masked array functions. Here I'm going to grab the un-masked values and put them in 1-d arrays. This also makes it easier to do the plotting. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of pixels in image: 1244160\n", "Number of masked pixels: 395586\n", "62.556640022649944 39.893782399773684 57.0 1591.5138741604924 [ 10. 17. 32. 57. 86. 116. 136.]\n", "83.98557582927606 42.98185622148774 80.0 1847.4399642446442 [ 24. 32. 51. 80. 111. 141. 161.]\n", "49.75276678143312 35.64472669730293 44.0 1270.5465413254203 [ 2. 9. 23. 44. 70. 97. 116.]\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# first let's get percentiles for R, G and B\n", "nvalues = g_ma.size\n", "r_values = r_ma.compressed()\n", "g_values = g_ma.compressed()\n", "b_values = b_ma.compressed()\n", "\n", "print \"Number of pixels in image: {0}\".format(nvalues)\n", "print \"Number of masked pixels: {0}\".format(len(g_values))\n", "\n", "# calculate mean, median and std-dev for R, G, B\n", "r_mean = np.mean(r_values)\n", "r_median = np.median(r_values)\n", "r_var = np.var(r_values)\n", "r_std = np.std(r_values)\n", "g_mean = np.mean(g_values)\n", "g_median = np.median(g_values)\n", "g_var = np.var(g_values)\n", "g_std = np.std(g_values)\n", "b_mean = np.mean(b_values)\n", "b_median = np.median(b_values)\n", "b_var = np.var(b_values)\n", "b_std = np.std(b_values)\n", "\n", "# calculate percentiles for each array\n", "r_percentiles = np.percentile(r_values, (5., 10., 25., 50., 75., 90., 95.))\n", "g_percentiles = np.percentile(g_values, (5., 10., 25., 50., 75., 90., 95.))\n", "b_percentiles = np.percentile(b_values, (5., 10., 25., 50., 75., 90., 95.))\n", "\n", "# histogram the value for R, G, B\n", "fig = plt.figure(figsize=[20,6])\n", "\n", "r_95 = r_percentiles[-1]\n", "r_low = r_mean - r_std\n", "r_high = r_mean + r_std\n", "plt.subplot(1,3,1)\n", "plt.hist(r_values,20,color='r')\n", "plt.plot([r_mean, r_mean], [0,60000], 'k--', lw=2)\n", "plt.plot([r_low, r_low], [0,60000], 'k:', lw=2)\n", "plt.plot([r_high, r_high], [0,60000], 'k:', lw=2 )\n", "plt.text(150,50000,'mean: {0:.2f}'.format(r_mean), size=14)\n", "plt.text(150,47000,'std. dev.: {0:.2f}'.format(r_std), size=14)\n", "plt.xlim([0,255])\n", "\n", "g_95 = g_percentiles[-1]\n", "g_low = g_mean - g_std\n", "g_high = g_mean + g_std\n", "plt.subplot(1,3,2)\n", "plt.hist(g_values,20,color='g')\n", "plt.plot([g_mean, g_mean], [0,60000], 'k--', lw=2)\n", "plt.plot([g_low, g_low], [0,60000], 'k:', lw=2)\n", "plt.plot([g_high, g_high], [0,60000], 'k:', lw=2 )\n", "plt.text(150,50000,'mean: {0:.2f}'.format(g_mean), size=14)\n", "plt.text(150,47000,'std. dev.: {0:.2f}'.format(g_std), size=14)\n", "plt.xlim([0,255])\n", "\n", "b_95 = b_percentiles[-1]\n", "b_low = b_mean - b_std\n", "b_high = b_mean + b_std\n", "plt.subplot(1,3,3)\n", "plt.hist(b_values,20,color='b')\n", "plt.plot([b_mean, b_mean], [0,70000], 'k--', lw=2)\n", "plt.plot([b_low, b_low], [0,70000], 'k:', lw=2)\n", "plt.plot([b_high, b_high], [0,70000], 'k:', lw=2 )\n", "plt.text(150,59000,'mean: {0:.2f}'.format(b_mean), size=14)\n", "plt.text(150,55000,'std. dev.: {0:.2f}'.format(b_std), size=14)\n", "\n", "plt.xlim([0,255])\n", "\n", "\n", "print r_mean, r_std, r_median, r_var, r_percentiles\n", "print g_mean, g_std, g_median, g_var, g_percentiles\n", "print b_mean, b_std, b_median, b_var, b_percentiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizing the correlation coefficients is probably best done by showing a scatterplot of DN values for the pixels in the ROI." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rg_cov: 1674.20824143 rb_cov: 1339.56237599 gb_cov: 1444.57733303\n", "rg_cor: 0.976380492507 rb_cor: 0.942025019445 gb_cor: 0.942888502042\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# calculate the covariance matrix between pairs (R,G), (R,B), (G,B)\n", "rg_cov = np.cov(r_values, g_values)\n", "rb_cov = np.cov(r_values, b_values)\n", "gb_cov = np.cov(g_values, b_values)\n", "\n", "fig = plt.figure(figsize=[16,4])\n", "plt.subplot(1,3,1)\n", "plt.scatter(r_values,g_values,s=2,color='k',alpha=.2,edgecolor='none')\n", "plt.xlim([0,255])\n", "plt.ylim([0,255])\n", "plt.xlabel('R')\n", "plt.ylabel('G')\n", "\n", "plt.subplot(1,3,2)\n", "plt.scatter(r_values,b_values,s=2,color='k',alpha=.2,edgecolor='none')\n", "plt.xlim([0,255])\n", "plt.ylim([0,255])\n", "plt.xlabel('R')\n", "plt.ylabel('B')\n", "\n", "plt.subplot(1,3,3)\n", "plt.scatter(g_values,b_values,s=2,color='k',alpha=.2,edgecolor='none')\n", "plt.xlim([0,255])\n", "plt.ylim([0,255])\n", "plt.xlabel('G')\n", "plt.ylabel('B')\n", "\n", "RG_cov = rg_cov[0,1]\n", "RB_cov = rb_cov[0,1]\n", "GB_cov = gb_cov[0,1]\n", "RG_cor = RG_cov/(r_std * g_std)\n", "RB_cor = RB_cov/(r_std * b_std)\n", "GB_cor = GB_cov/(g_std * b_std)\n", "\n", "print 'rg_cov: {0} rb_cov: {1} gb_cov: {2}'.format(RG_cov, RB_cov, GB_cov)\n", "print 'rg_cor: {0} rb_cor: {1} gb_cor: {2}'.format(RG_cor, RB_cor, GB_cor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Questions or Suggestions\n", "\n", "If you have questions about how the statistics are calculated please feel free to contact me (Tom Milliman) at thomas.milliman@unh.edu. We would also welcome any suggestions on image processing or comments on our standard products." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References\n", "\n", "Here's a [link](http://stackoverflow.com/questions/19391149/numpy-mean-and-variance-from-single-function) to a stackoverflow posting which discusses speeding up calculations of mean and variance. I used this discussion to help speed up calculations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 1 }