{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "\"Open\n", "\n", "| - | - |\n", "|-----------------------------------------------------------------|-----------------------------------------------------------------|\n", "| [Exercise 11 (to grayscale)](<#Exercise-11-(to-grayscale)>) | [Exercise 12 (radial fade)](<#Exercise-12-(radial-fade)>) |\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Image processing\n", "\n", "An image is a collection of *pixels*, which is abbreviation for picture elements.\n", "A grayscale image can be represented as as two dimensional array, whose first axis corresponds to the x coordinate of the image and the second axis corresponds to the y coordinate. The array contains at each coordinate pair (x,y) a value, which is typically a float between 0.0 and 1.0, or an integer between 0 and 255. This specifies the level of grayness. For example, if the array contains value 255 at coordinates (0,0), then in the image the pixel at top left is white.\n", "\n", "In color images there is third axis is for the red, green, and blue components of each pixel. For each of these color components there is a value between 0.0 and 1.0 (or between 0 and 255). The combinations of different values for the three components red, green, and blue can result in at least 16.7 million colors.\n", "\n", "Since images can be represented as multidimensional arrays, we can easily process images using NumPy functions. Let's see examples of these." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:32.828427Z", "start_time": "2020-06-24T19:30:32.660671Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:32.995131Z", "start_time": "2020-06-24T19:30:32.829573Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(368, 640, 3)\n", "The image consists of 235520 pixels\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "painting=plt.imread(\"painting.png\")\n", "print(painting.shape)\n", "print(f\"The image consists of {painting.shape[0] * painting.shape[1]} pixels\")\n", "plt.imshow(painting);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the image is now a NumPy array, we can easily perform some operations:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:33.139424Z", "start_time": "2020-06-24T19:30:32.997258Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(painting[:,::-1]); # mirror the image in x direction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following we set the pixels on the first 30 rows white:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:33.277137Z", "start_time": "2020-06-24T19:30:33.140406Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "painting2 = painting.copy() # don't mess the original painting!\n", "painting2[0:30, :, :] = 1.0 # max value for all three components produces white\n", "plt.imshow(painting2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a bit more complicated operation we can create a function that returns a copy of the image so that it fades to black as we move to left." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:33.280542Z", "start_time": "2020-06-24T19:30:33.278001Z" } }, "outputs": [], "source": [ "def fadex(image):\n", " height, width = image.shape[:2]\n", " m=np.linspace(0,1, width).reshape(1,width,1)\n", " result = image*m # note that we rely on broadcasting here\n", " return result" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:33.431201Z", "start_time": "2020-06-24T19:30:33.281426Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(368, 640, 3)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modified=fadex(painting)\n", "print(modified.shape)\n", "plt.imshow(modified);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####
Exercise 11 (to grayscale)
\n", "\n", "This exercise can give two points at maximum!\n", "\n", "Part 1.\n", "\n", "Write a function `to_grayscale` that takes an RGB image (three dimensional array) and returns a two dimensional gray-scale image. The conversion to gray-scale should take a weighted sum of the red, green, and blue values, and use that as the value of gray. The first axis is the x, the second is y, and the third is the color components (red, green, blue).\n", "Use the weights 0.2126, 0.7152, and 0.0722 for red, green, and blue, respectively. These weights are so because the human eye is most sensitive to green color and least sensitive to blue color.\n", "\n", "In the main function you can, for example, use the provided image `src/painting.png`. Display the grayscale image with the `plt.imshow` function. You may have to call the function `plt.gray` to set the color palette (colormap) to gray.\n", "(See `help(plt.colormaps)` for more information about colormaps.)\n", "\n", "Part 2.\n", "\n", "Write functions `to_red`, `to_green`, and `to_blue` that get a three dimensional array as a parameter and return a three dimensional arrays. For instance, the function `to_red` should zero out the green and blue color components and return the result. In the `main` function create a figure with three subfigures: the top one should be the red image, the middle one the green image, and the bottom one the blue image.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####
Exercise 12 (radial fade)
\n", "\n", "Make program that does fading of an image as earlier, except now not in horizontal direction but in radial direction. As we move away from the centre of the image, the pixels fade to black.\n", "\n", "Part1.\n", "\n", "Write function `center` that returns coordinate pair (center_y, center_x) of the image center. Note that these coordinates might not be integers. Example of usage:\n", "```python\n", "print(center(np.zeros((10, 11, 3))))\n", "(4.5, 5)\n", "```\n", "The function should work both for two and three dimensional images, that is grayscale and color images.\n", "\n", "Write also function `radial_distance` that returns for image with width `w` and height `h` an array with shape (h,w), where the number at index (i,j) gives the euclidean distance from the point (i,j) to the center of the image.\n", "\n", "Part 2.\n", "\n", "Create function `scale(a, tmin=0.0, tmax=1.0)` that returns a copy of the array `a` with its elements scaled to be in the range `[tmin,tmax]`.\n", "\n", "Using the functions `radial_distance` and `scale` write function `radial_mask` that takes an image as a parameter and returns an array with same height and width filled with values between 0.0 and 1.0. Do this using the `scale` function. To make the resulting array values near the center of array to be close to 1 and closer to the edges of the array are values closer to be 0, subtract the previous array from 1.\n", "\n", "Write also function `radial_fade` that returns the image multiplied by its radial mask.\n", "\n", "Test your functions in the `main` function, which should create, using matplotlib, a figure that has three subfigures stacked vertically. On top the original `painting.png`, in the middle the mask, and on the bottom the faded image.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding clusters in an image\n", "\n", "Let's first generate some data:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:33.528117Z", "start_time": "2020-06-24T19:30:33.432537Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n=5\n", "l=256\n", "im = np.zeros((l,l))\n", "np.random.seed(0)\n", "points = np.random.randint(0, l, (2, n**2)) # sample n*n pixels from the array im\n", "im[points[0], points[1]] = 1\n", "plt.imshow(im);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:33.677753Z", "start_time": "2020-06-24T19:30:33.530652Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import ndimage\n", "im2 = ndimage.gaussian_filter(im, sigma=l/(8.*n)) # blur the image a bit\n", "plt.imshow(im2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to find clusters from the above image:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-06-24T19:30:33.760538Z", "start_time": "2020-06-24T19:30:33.679276Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clusters is 12\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mask = im2 > im2.mean() # mask those pixels whose intensity is above mean\n", "label_im, nb_labels = ndimage.label(mask) # connected components form clusters\n", "print(f\"Number of clusters is {nb_labels}\")\n", "plt.imshow(label_im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although this method we used was very simple, it could still be used for example to automatically count number of birds or stars in an image. Of course, humans can do this easily, but when there are hundreds or thousands of images, then it is better to use machines to do this mechanical work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is large number of applications of image processing of which we list only a few here:\n", "\n", "* denoising\n", "* deblurring\n", "* image segmentation\n", "* feature extraction\n", "* zooming, rotating\n", "* filtering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additional libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The are several libraries written in Python that allow easy processing of images. Few examples of these:\n", "\n", "* [pillow](https://python-pillow.org/)\n", "* [scikit-image](https://scikit-image.org/)\n", "* In Scipy there is the subpackage [ndimage](https://docs.scipy.org/doc/scipy/reference/tutorial/ndimage.html) that also contains routines for processing images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "\"Open\n" ] } ], "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": "3.6.9" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }