{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introducing Image Processing and scikit-image\n", "> Jump into digital image structures and learn to process them! Extract data, transform and analyze images using NumPy and Scikit-image. With just a few lines of code, you will convert RGB images to grayscale, get data from them, obtain histograms containing very useful information, and separate objects from the background! This is the Summary of lecture \"Image Processing in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Scikit-Image, Vision]\n", "- image: images/try_threshold.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make images come alive with scikit-image\n", "- Purpose\n", " - Visualization: Objects that are note visible\n", " - Image sharpening and restoration: A better image\n", " - Image retrieval: Seek for the image of interest\n", " - Measurement of pattern: Measures various objects\n", " - Image recognition: Distinguish objects in an image\n", "- Scikit-Image\n", " - Easy to use\n", " - Make use of ML\n", " - Out of the box complex algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is this gray or full of color?\n", "Whats the main difference between the images shown below?\n", "![cc](image/coffeandcoins.png)\n", "\n", "These images have been preloaded as coffee_image and coins_image from the scikit-image data module using:\n", "```python\n", "coffee_image = data.coffee()\n", "coins_image = data.coins()\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def show_image(image, title='Image', cmap_type='gray'):\n", " plt.imshow(image, cmap=cmap_type)\n", " plt.title(title)\n", " plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from skimage import data\n", "\n", "coffee_image = data.coffee()\n", "coins_image = data.coins()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(400, 600, 3)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coffee_image.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(303, 384)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coins_image.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RGB to grayscale\n", "In this exercise you will load an image from scikit-image module data and make it grayscale, then compare both of them in the output.\n", "![rocket](image/rocket.png)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import data, color\n", "\n", "# Load the rocket image\n", "rocket = data.rocket()\n", "\n", "# Convert the image to grayscale\n", "gray_scaled_rocket = color.rgb2gray(rocket)\n", "\n", "# Show the original image\n", "show_image(rocket, 'Original RGB image');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the grayscale image\n", "show_image(gray_scaled_rocket, 'Grayscale image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NumPy for images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Flipping out\n", "As a prank, someone has turned an image from a photo album of a trip to Seville upside-down and back-to-front! Now, we need to straighten the image, by flipping it.\n", "![seville](dataset/sevilleup.jpg)\n", "Using the NumPy methods learned in the course, flip the image horizontally and vertically. Then display the corrected image using the `show_image()` function." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flipped_seville = plt.imread('./dataset/sevilleup.jpg')\n", "\n", "# Flip the image vertically\n", "seville_vertical_flip = np.flipud(flipped_seville)\n", "\n", "# Flip the previous image horizontally\n", "seville_horizontal_flip = np.fliplr(seville_vertical_flip)\n", "\n", "# Show the resulting image\n", "show_image(seville_horizontal_flip, 'Seville')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms\n", "In this exercise, you will analyze the amount of red in the image. To do this, the histogram of the red channel will be computed for the image shown below:\n", "![portrait](dataset/portrait.png)\n", "Extracting information from images is a fundamental part of image enhancement. This way you can balance the red and blue to make the image look colder or warmer.\n", "\n", "You will use `hist()` to display the 256 different intensities of the red color. And `ravel()` to make these color values an array of one flat dimension.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image = plt.imread('./dataset/portrait.png')\n", "\n", "# Obtain the red channel\n", "red_channel = image[:, :, 0]\n", "\n", "# Plot the the red histogram with bins in a range of 256\n", "plt.hist(red_channel.ravel(), bins=256, color='red');\n", "\n", "# Set title\n", "plt.title('Red Histogram');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this histogram we see that the image is quite reddish, meaning it has a sensation of warmness. This is because it has a wide and large distribution of bright red pixels, from 0 to around 150." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting started with thresholding\n", "- Thresholding\n", " - Partitioning an image into a foregraound and background\n", " - By making it black and white\n", " - Simplest method of image segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply global thresholding\n", "Apply global thresholding\n", "In this exercise, you'll transform a photograph to binary so you can separate the foreground from the background.\n", "\n", "To do so, you need to import the required modules, load the image, obtain the optimal thresh value using `threshold_otsu()` and apply it to the image.\n", "\n", "You'll see the resulting binarized image when using the `show_image()` function, previously explained.\n", "![chess](dataset/bw.jpg)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.filters import threshold_otsu\n", "\n", "chess_pieces_image = plt.imread('./dataset/bw.jpg')\n", "\n", "# Make the image grayscale using rgb2gray\n", "chess_pieces_image_gray = color.rgb2gray(chess_pieces_image)\n", "\n", "# Obtain the optimal threshold value with otsu\n", "thresh = threshold_otsu(chess_pieces_image_gray)\n", "\n", "# Apply thresholding to the image\n", "binary = chess_pieces_image_gray > thresh\n", "\n", "# Show the image\n", "show_image(binary, 'Binary image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### When the background isn't that obvious\n", "Sometimes, it isn't that obvious to identify the background. If the image background is relatively uniform, then you can use a global threshold value as we practiced before, using `threshold_otsu()`. However, if there's uneven background illumination, adaptive thresholding `threshold_local()` (a.k.a. local thresholding) may produce better results.\n", "\n", "In this exercise, you will compare both types of thresholding methods (global and local), to find the optimal way to obtain the binary image we need.\n", "![page](dataset/text_page.png)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "page_image = plt.imread('./dataset/text_page.png')\n", "\n", "# Make the image grayscale using rgb2gray\n", "page_image = color.rgb2gray(page_image)\n", "\n", "# Obtain the optimal otsu global thresh value\n", "global_thresh = threshold_otsu(page_image)\n", "\n", "# Obtain the binary image by applying global thresholding\n", "binary_global = page_image > global_thresh\n", "\n", "# Show the binary image obtained\n", "show_image(binary_global, 'Global thresholding')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.filters import threshold_local\n", "\n", "# Set the block size to 35\n", "block_size = 35\n", "\n", "# Obtain the optimal local thresholding\n", "local_thresh = threshold_local(page_image, block_size, offset=0.1)\n", "\n", "# Obtain the binary image by applying local thresholding\n", "binary_local = page_image > local_thresh\n", "\n", "# Show the binary image\n", "show_image(binary_local, 'Local thresholding')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Trying other methods\n", "As we saw in the video, not being sure about what thresholding method to use isn't a problem. In fact, scikit-image provides us with a function to check multiple methods and see for ourselves what the best option is. It returns a figure comparing the outputs of different global thresholding methods.\n", "![fruit](dataset/fruits-2.jpg)\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.filters import try_all_threshold\n", "\n", "fruits_image = plt.imread('./dataset/fruits-2.jpg')\n", "\n", "# Turn the fruits_image to grayscale\n", "grayscale = color.rgb2gray(fruits_image)\n", "\n", "# Use the try all method on the resulting grayscale image\n", "fig, ax = try_all_threshold(grayscale, verbose=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply thresholding\n", "In this exercise, you will decide what type of thresholding is best used to binarize an image of knitting and craft tools. In doing so, you will be able to see the shapes of the objects, from paper hearts to scissors more clearly.\n", "\n", "![tool](dataset/shapes52.jpg)\n", "What type of thresholding would you use judging by the characteristics of the image? Is the background illumination and intensity even or uneven?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tools_image = plt.imread('./dataset/shapes52.jpg')\n", "\n", "# Turn the image grayscale\n", "gray_tools_image = color.rgb2gray(tools_image)\n", "\n", "# Obtain the optimal thresh\n", "thresh = threshold_otsu(gray_tools_image)\n", "\n", "# Obtain the binary image by applying thresholding\n", "binary_image = gray_tools_image > thresh\n", "\n", "# Show the resulting binary image\n", "show_image(binary_image, 'Binarized image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By using a global thresholding method, you obtained the precise binarized image. If you would have used local instead nothing would have been segmented." ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }