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@prl900
Created August 14, 2018 06:54
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Image Processing and Classification"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### To reduce the Python dependencies to a minimum we have save a Modis satellite image to disk using a numpy specific format. We can load this file into a numpy array by doing:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2400, 2400, 7)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"arr_modis = np.load(\"modis_cube.npz\")[\"nadir\"]\n",
"\n",
"arr_modis.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### This file contains a composite image taken by the MODIS Terra and Acqua satellites over 8 days. The image correspond to the area of southwest France and north of Spain around mid July 2018. Each pixel has a resolution of 500 meters and there are 7 spectral bands. The first four bands correspond to the following products respectively: `[red, near infra-red (nir), blue, green]`\n",
"\n",
"#### Let's plot one its bands to have quick look at the region:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1211bc2b0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(arr_modis[:,:,0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The MODIS data is provided as digital numbers (or DNs). We can see the array contains 2-byte integers - meaning these are 16-bit numbers that can be both positive and negative. \n",
"\n",
"#### Before we can interpret these images we would need to convert these values into reflectance values. Reflectance is a measure that indicates the proportion of the energy at each part of the spectrum that is reflected by the Earth at each spectral band. To do this conversion have to use a conversion factor of 1e4 (if you are not familiar with that notation: 1e4 means 1*10^4, i.e. 10000)\n",
"\n",
"#### To scale the values into reflectance values we can perform this operation which applies the division along the whole array element-wise:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 753\n",
"int16\n",
"0.0 0.0753\n",
"float64\n"
]
}
],
"source": [
"refl_modis = arr_modis / 1e4\n",
"\n",
"print(arr_modis.min(), arr_modis.max())\n",
"print(arr_modis.dtype)\n",
"print(refl_modis.min(), refl_modis.max())\n",
"print(refl_modis.dtype)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### As we can see numpy automatically converts the values in the array from integers into floats to performs the division.\n",
"\n",
"#### Let's create a true colour composite, that is a Red-Green-Blue composite like the photo of Black Mountain, but now constructed from the corresponding red, green and blue bands of the MODIS image. This is done in the following three lines of code. \n",
"\n",
"#### To do this, we need to scale the values to byte numbers in the [0-255]. Let's see how we can do this with numpy:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 1.0)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"refl_modis = refl_modis / refl_modis.max()\n",
"\n",
"refl_modis.min(), refl_modis.max()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### What we have done is to scale the values between 0 and 255 and then convert the contents of the array into the type `1 byte unsigned integer` which is what we need to show RGB images with matplotlib.\n",
"\n",
"#### Now we use the `imshow` to display the RGB channels from our array selecting the channels [0, 3, 2], which correspond to the red, green and blue spectral bands in MODIS:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x12122d9b0>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Notice the *3 multiplier that we use to increase the values in these bands resulting in a brighter image\n",
"\n",
"plt.imshow(refl_modis[:,:,[0,3,2]]*3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Similarly, we can create different combination of bands mapping different spectral bands to the red, green and blue channels of an image. This is called false colour images.\n",
"\n",
"#### For example, if we map the near infrared (nir) channel to the red colour we get this images with bright red in the regions with more vegetation. Different combinations of reflectance bands are used to look at different properties of the land surface."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1210d6048>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(refl_modis[:,:,[1,3,2]]*2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### While false colour composites can be visually useful ways of showing satellite imagery, there are distinct advantages in calculating a single index that captures the feature you are interested in. One such index is the Normalised Difference Vegetation Index (NDVI) which helps show living vegetation (see theory).\n",
"\n",
"## NDVI=(NIR-Red)/(NIR+Red)\n",
"\n",
"#### This operation can be performed in numpy using a very similar notation using arrays:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in true_divide\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x128114c50>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ndvi_modis = (refl_modis[:,:,1]-refl_modis[:,:,0]) / (refl_modis[:,:,1]+refl_modis[:,:,0])\n",
"\n",
"#To make vegetation look green in the image we apply a colour palette that goes from yellow to green.\n",
"plt.imshow(ndvi_modis, cmap='summer_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### We can adjust how the values are mapped into the colours in the palette by providing the maximum and minimum values to the `imshow` function. For example:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x130631c88>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(ndvi_modis, vmin=.2, vmax=.8, cmap='summer_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Exercise: Can you create a false colour RGB image using the following mapping: R->red, G->nir, B->blue. Once you have a green fluo image zoom into a region using your indexing skills to select a range of values in the x and y axis."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The MODIS data is multi-spectral. We also have some hyperspectral imagery covering the ANU, collected from an airplane in February 2014. High-resolution hyper-spectral data tends to make for very large files. To make processing in this lab easier, we have packed a numpy array with the just the red, nir, green and blue bands. This array is 3-dimensional and the third dimension contains the information of one band of the hyperspectral data, just like the MODIS data. Let's load the data.\n",
"\n",
"##### Hint: This array also needs to be converted first to reflectance values dividing it by 1e4"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11f2e1390>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"arr_anu = np.load(\"anu_cube.npz\")[\"array\"]\n",
"refl_anu = arr_anu/1e4\n",
"plt.imshow(refl_anu[:,:,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Exercise: Can you calculate the NDVI index for this image following similar steps to the MODIS example? "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"ndvi_anu = None\n",
"\n",
"#Your code here\n",
"\n",
"plt.imshow(ndvi_anu, cmap='summer_r')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in true_divide\n",
" \n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x13683fb70>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"refl_anu = arr_anu/1e4\n",
"ndvi_anu = (refl_anu[:,:,1]-refl_anu[:,:,0]) / (refl_anu[:,:,1]+refl_anu[:,:,0])\n",
"\n",
"plt.imshow(ndvi_anu, cmap='summer_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Similarly to NDVI there is another index called Green Colour Coordinate (GCC), which is an alternative method to NDVI to look at how green the vegetation is and is not based on the near infrared band."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in true_divide\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x133095320>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gcc_anu = refl_anu[:,:,2]/(refl_anu[:,:,0]+refl_anu[:,:,2]+refl_anu[:,:,3])\n",
"\n",
"plt.imshow(gcc_anu, cmap='summer_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Let's do some classification and use that to create a new false colour composite showing three classification categories. We will assume that:\n",
"\n",
"* Class 1: NDVI equal or greater than 0.5 and GCC greater than 0.4 indicates green, vegetated surfaces; we will colour the corresponding pixels red (by giving the red band of the false colour composite the DN 255, and the other bands DN 0).\n",
"* Class 2: NDVI less than 0.5 and GCC greater than 0.4 indicates surfaces that look green but are not vegetated; we will colour those green.\n",
"* Class 3: NDVI more than 0.5 and GCC less or equal than 0.4 indicates vegetated surfaces that don't look green; we will colour those pixels blue.\n",
"\n",
"##### To apply this we write the above as logical statements, and use the results to create a false colour composite."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in greater_equal\n",
" \"\"\"Entry point for launching an IPython kernel.\n",
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in greater\n",
" \"\"\"Entry point for launching an IPython kernel.\n",
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in less\n",
" \n",
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in greater\n",
" \n",
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in greater_equal\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n",
"/Users/pablo/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in less_equal\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x127a15f60>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"c1 = np.logical_and(ndvi_anu>=0.5, gcc_anu>0.4)\n",
"c2 = np.logical_and(ndvi_anu<0.5, gcc_anu>0.4)\n",
"c3 = np.logical_and(ndvi_anu>=0.5, gcc_anu<=0.4)\n",
"\n",
"#We use this numpy function to stack 2-dimensional arrays over the 3rd axis or depth:\n",
"class_comp = (np.dstack((c1,c2,c3))*255).astype(np.uint8)\n",
"\n",
"plt.imshow(class_comp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### You will see this leaves a fourth class in the image, of pixels that fall in none of the three classes. They show up in black. There are two surfaces that show up 'green' and one area that shows mixed black and blue bits. What are they?\n",
"\n",
"#### This simple classification uses index thresholds, which is a crude but sometimes useful way of classifying images. In this case, it helps to finding unvegetated green surfaces, such as tennis courts and artificial grass. It is also clear that greenish water confounds the classification, however. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Unsupervised classification (k-means clustering). Various supervised and un-supervised classification methods are available in MatLab (and outside it). One traditional unsupervised classification method is k-means clustering. The method was explained in the precursor course Introduction to GIS. "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
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