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@TonsOfFun
Last active June 11, 2019 15:08
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dependencies\n",
"We're going to utilize the imutils conveinience package resize the image. OpenCV will be used for preprocessing the image and pixel selection by range. Matplotlib is used from rendering images and graphs"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import imutils\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Leaf Masking\n",
"This is a basic funtion that converts the BGR (OpenCV is BGR, not RGB) image to HSV. Using the `leaf_lower` and `leaf_upper` HSV colorspace values defined using the [range-detector](https://github.com/jrosebr1/imutils/blob/master/bin/range-detector) helper tool found in [imutils](https://github.com/jrosebr1/imutils). These calibration settings works on both of my NestCams in the same grow tent. The function erodes and dilates to clean up samll"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"leaf_lower = (29, 0, 0)\n",
"leaf_upper = (255, 255, 128)\n",
"\n",
"def leaf_mask(bgr_image):\n",
" frame = imutils.resize(bgr_image, width=500)\n",
" blurred = cv2.GaussianBlur(frame, (11, 11), 0)\n",
" hsv = cv2.cvtColor(blurred, cv2.COLOR_BGR2HSV)\n",
"\n",
" # construct a mask for the color \"green\", then perform\n",
" # a series of dilations and erosions to remove any small\n",
" # blobs left in the mask\n",
" mask = cv2.inRange(hsv, leaf_lower, leaf_upper)\n",
" mask = cv2.erode(mask, None, iterations=4)\n",
" mask = cv2.dilate(mask, None, iterations=2)\n",
" return mask"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Subjects\n",
"I took two sample images from the last vegitative series and use OpenCV to read them into memory"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"week_1 = cv2.imread('week_1.png')\n",
"week_2 = cv2.imread('week_2.png')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3261e5e518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(cv2.cvtColor(week_2, cv2.COLOR_RGB2BGR))\n",
"plt.title('Week 2 RGB')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f320c322ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"week_1_mask = leaf_mask(week_1)\n",
"plt.title('Week 1 Leaf Area')\n",
"week_1_image = imutils.resize(week_1, width=500)\n",
"week_1_output = cv2.bitwise_and(week_1_image, week_1_image, mask = week_1_mask)\n",
"\n",
"plt.imshow(cv2.cvtColor(np.hstack([week_1_image, week_1_output]), cv2.COLOR_RGB2BGR))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f320c26f5c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"week_2_mask = leaf_mask(week_2)\n",
"plt.title('Week 2 Leaf Area')\n",
"week_2_image = imutils.resize(week_2, width=500)\n",
"week_2_output = cv2.bitwise_and(week_2_image, week_2_image, mask = week_2_mask)\n",
"\n",
"plt.imshow(cv2.cvtColor(np.hstack([week_2_image, week_2_output]), cv2.COLOR_RGB2BGR))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mask to Leaf Area in Pixels\n",
"Using OpenCV's countNonZero function we convert the mask of of Leaf Area to count of pixels"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The plants grew 27918 pixels in 5 days\n",
"27.918 square centimeters of canopy growth\n",
"10.991344518 square inches of canopy growth\n"
]
}
],
"source": [
"week_1_canopy = cv2.countNonZero(week_1_mask)\n",
"week_2_canopy = cv2.countNonZero(week_2_mask)\n",
"pixel_growth = week_2_canopy - week_1_canopy\n",
"sq_centimeter_growth = pixel_growth / 1000\n",
"sq_inch_growth = sq_centimeter_growth * 0.393701\n",
"print(\"The plants grew \" + str(pixel_growth) + \" pixels in 5 days\")\n",
"print(str(sq_centimeter_growth) + \" square centimeters of canopy growth\")\n",
"print(str(sq_inch_growth) + \" square inches of canopy growth\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot the Data\n",
"Let's plot the datapoints from each images leaf area analysis. Since we only have our two data points from this timeseries our line graph will be a little boring, but you can imagine the growth being more engaging when plotting a point every minute instead of every 5 days. A realtime growth chart would include ocilations from the circadian rythms induced by the light cycles, as well as flutuating from variable environmental conditions. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f320c169f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot([1,5],[week_1_canopy,week_2_canopy])\n",
"plt.ylabel('Leaf Area in Pixels')\n",
"plt.xlabel('Days')\n",
"plt.title('Leaf Area Growth')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@TonsOfFun
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