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@Pabla007
Created January 8, 2020 09:03
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Creating a Filter, Edge Detection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import resources and display image"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x17ea3697d30>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.image as mpimg\n",
"\n",
"import cv2\n",
"import numpy as np\n",
"\n",
"%matplotlib inline\n",
"\n",
"# Read in the image\n",
"image = mpimg.imread('data/bridge_trees_example.jpg')\n",
"\n",
"plt.imshow(image)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Convert the image to grayscale"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x17ea39adc88>"
]
},
"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": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Convert to grayscale for filtering\n",
"gray = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n",
"\n",
"plt.imshow(gray, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TODO: Create a custom kernel\n",
"\n",
"Below, you've been given one common type of edge detection filter: a Sobel operator.\n",
"\n",
"The Sobel filter is very commonly used in edge detection and in finding patterns in intensity in an image. Applying a Sobel filter to an image is a way of **taking (an approximation) of the derivative of the image** in the x or y direction, separately. The operators look as follows.\n",
"\n",
"<img src=\"notebook_ims/sobel_ops.png\" width=200 height=200>\n",
"\n",
"**It's up to you to create a Sobel x operator and apply it to the given image.**\n",
"\n",
"For a challenge, see if you can put the image through a series of filters: first one that blurs the image (takes an average of pixels), and then one that detects the edges."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x17ea3ae2780>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# Create a custom kernel\n",
"\n",
"# 3x3 array for edge detection\n",
"\n",
"# 3x3 array for edge detection\n",
"sobel_y = np.array([[ -1, -2, -1, -3, -8], \n",
" [ 0, 0, 0, 0, 0], \n",
" [ 0, 0, 0, 0, 0],\n",
" [ 1, 2, 1, 3, 8]])\n",
"\n",
"## TODO: Create and apply a Sobel x operator\n",
"\n",
"\n",
"# Filter the image using filter2D, which has inputs: (grayscale image, bit-depth, kernel) \n",
"filtered_image = cv2.filter2D(gray, -1, sobel_y)\n",
"\n",
"plt.imshow(filtered_image, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Test out other filters!\n",
"\n",
"You're encouraged to create other kinds of filters and apply them to see what happens! As an **optional exercise**, try the following:\n",
"* Create a filter with decimal value weights.\n",
"* Create a 5x5 filter\n",
"* Apply your filters to the other images in the `images` directory.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x17ea3a7e978>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# Create a custom kernel\n",
"\n",
"# 3x3 array for edge detection\n",
"sobel_y = np.array([[ -1.1, -2.5, -1.7, -3.4, -8.2], \n",
" [ 0.0, 0.0, 0.0, 0.0, 0.0], \n",
" [ 0.0, 0.0, 0.0, 0.0, 0.0],\n",
" [ 1.1, 2.5, 1.7, 3.4, 8.2]])\n",
"\n",
"## TODO: Create and apply a Sobel x operator\n",
"sobel_x = sobel_y.transpose()\n",
"\n",
"# Filter the image using filter2D, which has inputs: (grayscale image, bit-depth, kernel) \n",
"filtered_image = cv2.filter2D(gray, -10, sobel_y)\n",
"filtered_imag = cv2.filter2D(gray, -1, sobel_x)\n",
"#plt.imshow(filtered_image, cmap='gray')\n",
"plt.imshow(filtered_image, cmap='gray')"
]
}
],
"metadata": {
"anaconda-cloud": {},
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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