{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Digital Image Processing\n",
"DSP is used extensively in image processing. For example as an in class project, lets remove the dithering patterns of dots in this image of Donald Duck![image of Donald](Donald_Duck.png). \n",
"\n",
"These dots occur in the printing process used in newspapers in the past as a way to shade the picture without fine pixel or color control. The process was developed in the early nineteenth century by Ben Day, and is called the [Ben Day process].(https://en.wikipedia.org/wiki/Ben_Day_process) \n",
"1. Read in the image, find its shape, and display it."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(371, 417, 3)\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"\n",
"im = plt.imread(\"Donald_Duck.png\")\n",
"im.shape\n",
"print(im.shape)\n",
"\n",
"def plti(im, h=8, **kwargs):\n",
" \"\"\"\n",
" Helper function to plot an image.\n",
" \"\"\"\n",
" y = im.shape[0]\n",
" x = im.shape[1]\n",
" w = (y/x) * h\n",
" plt.figure(figsize=(w,h))\n",
" plt.imshow(im, interpolation=\"none\", **kwargs)\n",
" plt.axis('off')\n",
" plt.show()\n",
"\n",
"plti(im)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2. A little green is visible around the outside of the image, so lets crop the image to remove it."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"im1 = im[10:im.shape[0]-10, 10:im.shape[1]-10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3. Now convert the RGB image to grayscale. The three in the size above are the red, green, and blue components. The [formula to convert](https://www.johndcook.com/blog/2009/08/24/algorithms-convert-color-grayscale/) is $$ L_{gray} = 0.2989R + 0.587G+0.114B$$ where $L_{gray}$ is the grayscale luminosity, $R$ is the red intensity, $G$ is the green intensity, and $B$ is the blue intensity. This formula was specified by the [National Television System Committee (NTSC)](https://en.wikipedia.org/wiki/NTSC). "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def rgb2gray(rgb):\n",
" return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140])\n",
"gray_im = rgb2gray(im1)\n",
"plt.gray() # Means all further plots will be gray scale.\n",
"plti(gray_im)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3. You figure out how to remove the dithering. A good set of slides on image processing using the methods of our class is [here](http://www.robots.ox.ac.uk/~az/lectures/ia/lect2.pdf)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hint: See [this web page](https://www.quora.com/How-are-Fourier-transforms-used-in-image-processing) if you have no ideas, but first please think about it and look at the image closely to see if you can figure it out yourself."
]
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}