{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "####
ESF projekt Západočeské univerzity v Plzni reg. č. CZ.02.2.69/0.0/0.0/16 015/0002287
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# USVP 1\n", "\n", "## Python 3.X instalation \n", "\n", "### Windows\n", "\n", "PythonXY https://code.google.com/p/pythonxy/\n", "\n", "WinPython http://winpython.github.io/\n", "\n", "Anaconda https://store.continuum.io/cshop/anaconda/\n", "\n", "### Linux\n", "\n", "Two versions of Python (2.7 and 3.6) are usually installed in the Linux distribution .\n", "\n", "## IDE\n", "\n", "PyCharm https://www.jetbrains.com/pycharm/\n", "\n", "Visual Studio Code https://code.visualstudio.com/\n", "\n", "případně další https://wiki.python.org/moin/IntegratedDevelopmentEnvironments" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Python basics" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello World\n" ] } ], "source": [ "print(\"Hello World\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "List nums:\n", "[0, 1, 6, 3, 4, 5]\n", "Matrix part\n", "[[1 1 1 1]\n", " [1 2 2 2]\n", " [1 2 2 2]\n", " [1 1 1 1]\n", " [1 1 1 1]]\n" ] } ], "source": [ "import numpy as np \n", "nums = [0, 1, 6, 3, 4, 5] # List\n", "print(\"List nums:\")\n", "print(nums) # Print List\n", "nums[2] # Access to the third item of the List\n", "nums[1:3] # Access to the second and third item of the list\n", "nums[::-1] # Reversed list\n", "matrix = np.ones([10,10], dtype=np.uint8) # Numpy matrix 10x10 contains ones in all cells\n", "matrix_zero = np.zeros([10,10], dtype=np.uint8) # Numpy matrix 10x10 contains zeros in all cells\n", "matrix[1:3,3:6] = 2 # Set cells value in the part of the matrix to the value 2\n", "print(\"Matrix part\")\n", "print(matrix[0:5,2:6]) # print whole matrix\n", "array = matrix.ravel() # transorm matrix into 1D array" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image Processing" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import skimage\n", "import skimage.data\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/neduchal/.local/lib/python3.8/site-packages/skimage/io/manage_plugins.py:23: UserWarning: Your installed pillow version is < 8.1.2. Several security issues (CVE-2021-27921, CVE-2021-25290, CVE-2021-25291, CVE-2021-25293, and more) have been fixed in pillow 8.1.2 or higher. We recommend to upgrade this library.\n", " from .collection import imread_collection_wrapper\n", "/home/neduchal/.local/lib/python3.8/site-packages/skimage/io/manage_plugins.py:293: UserWarning: Your installed pillow version is < 8.1.2. Several security issues (CVE-2021-27921, CVE-2021-25290, CVE-2021-25291, CVE-2021-25293, and more) have been fixed in pillow 8.1.2 or higher. We recommend to upgrade this library.\n", " plugin_module = __import__('skimage.io._plugins.' + modname,\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[ 47 123 133 ... 14 3 12]\n", " [ 93 144 145 ... 12 7 7]\n", " [126 147 143 ... 2 13 3]\n", " ...\n", " [ 81 79 74 ... 6 4 7]\n", " [ 88 82 74 ... 5 7 8]\n", " [ 91 79 68 ... 4 10 7]]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load image coins from skimage.data\n", "img = skimage.data.coins()\n", "print(img)\n", "# Matplotlib show image like matrix (numpy ndimage)\n", "plt.imshow(img, cmap=\"gray\") # colormap grayscale\n", "#plt.imshow(img) # colormap grayscale\n", "plt.show() # nothing showed without this line" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show part of the image\n", "plt.imshow(img[30:80, 20:80], cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change brightness of color in top left corner to black (value = 0)\n", "img2 = img.copy()\n", "\n", "img2[0:50, 0:100] = 0 # img[row_start:row_stop+1, column_start:column_stop+1] = 0\n", "\n", "plt.imshow(img2, cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Negative image. \n", "\n", "# MAX value of the 8 bit range (255) minus img values.\n", "# FOR RGB image it should be done for every channel.\n", "img3 = 255 - img\n", "\n", "plt.imshow(img3, cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change of the image contrast. Be sure to check min and max value of the 8 bit range.\n", "img4 = img * 1.5\n", "\n", "img4[img4 > 255] = 255\n", "img4[img4 < 0] = 0\n", "\n", "plt.imshow(img4, cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change of the image brightness. Be sure to check min and max value of the 8 bit range.\n", "img5 = img + 10\n", "\n", "img5[img5 > 255] = 255\n", "img5[img5 < 0] = 0\n", "\n", "plt.imshow(img5, cmap=\"gray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histograms\n", "\n", "### Absolute histogram" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Function computing histogram of the image (fixed for 256 bins)\n", "def histogram(image):\n", " hist = np.zeros(256, dtype=int)\n", " for i in image.ravel():\n", " hist[i] += 1\n", " return hist\n", "\n", "h = histogram(img)\n", "# Show histogram\n", "plt.plot(h)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compute histogram using matplotlib\n", "h2 = plt.hist(img.ravel(), bins=256)\n", "# compute histogram using numpy\n", "h3, _ = np.histogram(img.ravel(), 256, (0, 255))\n", "plt.figure() # Plot to a new figure\n", "plt.plot(h3)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relative histogram" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute relative histogram\n", "plt.plot(h/(img.shape[0]*img.shape[1]))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute relative histogram using matplotlib\n", "r2 = plt.hist(img.ravel(),density=True, bins=256)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cumulative histogram" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute cumulative histogram\n", "def cumulative(hist):\n", " chist = hist.copy()\n", " for i in range(1, len(chist)):\n", " chist[i] += chist[i-1] \n", " return chist\n", "\n", "c = cumulative(h)\n", "\n", "plt.plot(c)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compute cumulative histogram using matplotlib\n", "h2 = plt.hist(img.ravel(),cumulative=True, bins=256)" ] } ], "metadata": { "file_extension": ".py", "interpreter": { "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" }, "kernelspec": { "display_name": "Python 3.6.9 64-bit", "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": "3.8.10" }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "orig_nbformat": 2, "pygments_lexer": "ipython3", "version": 3 }, "nbformat": 4, "nbformat_minor": 2 }