{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise 4: Lossy Image Compression\n", "===============================\n", "\n", "To complete the exercise, follow the instructions and complete the missing code and write the answers where required. All points, except the ones marked with **(N points)** are mandatory. The optional tasks require more independet work and some extra effort. Without completing them you can get at most 75 points for the exercise (the total number of points is 100 and results in grade 10). Sometimes there are more optional exercises and you do not have to complete all of them, you can get at most 100 points." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "In this exercise, you will implement several concepts from lossy image compression al\n", "\n", "of the JPEG pipeline for image compression. The method is based on performing the [discrete cosine transform (DCT)](https://en.wikipedia.org/wiki/Discrete_cosine_transform) on 8x8 blocks, quantizing the resulting coefficients, then losslessly compressing them via entropy encoding. You will first familiarize yourself with the calculation and properties of the DCT by using it on 1D signals, then use its 2D variant to transform and reconstruct images. Finally, you will implement a rough version of the JPEG algorithm and check the reductions in space and quality of the compressed images." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Run this cell to download the data used in this exercise\n", "import zipfile, urllib.request, io\n", "zipfile.ZipFile(io.BytesIO(urllib.request.urlopen(\"http://data.vicos.si/lukacu/multimedia/exercise4.zip\").read())).extractall()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Some initial imports\n", "%matplotlib notebook\n", "\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from skimage import data, io, color" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assignment 1: Block Truncation Coding\n", "\n", "One of the early lossy image compression approaches divides image into 4x4 blocks and encodes each block with a mean, a standard deviation and a binary image that denotes if each of the 16 pixels in the block is higher or lower than the mean value. This approach is called Block Truncation Coding and is in some respects a predecesor to more well known lossy image compression codecs, such as JPEG." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ " * Load image `tiger.bmp` (convert it to grayscale) and divide it into 4x4 blocks. Since the image dimensions are not divisible by 4, use `np.pad` to make image bigger. Order blocks row-by-row and visualize blocks 3, 261, and 387.\n", " \n", " ![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "I = color.rgb2gray(io.imread(\"tiger.bmp\")) * 255\n", "\n", "def padding(size, block_size):\n", " \"\"\" A helper function to calculate padding size. \"\"\"\n", " return int(np.ceil(size / block_size) * block_size - size)\n", "\n", "I = np.pad(I, ((0,padding(I.shape[0], 4)), (0,padding(I.shape[1], 4))))\n", "\n", "# TODO\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * For each block compute the mean value and standard deviation of the values. Then use thresholding to determine which pixels are greater than the mean value. Write function `btc_compress` that accepts a grayscale image and returns a list of tuples containing mean, standard deviation and a list of 16 logical values. For the sixth block the output should be `(26, 5, [True, True, True, True, False, True, True, True, False, False, False, True, False, False, False, False])`\n", "\n", " **Question**: what is the compression ratio of the BTC coding? Does it change with the content of the image?" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "def btc_compress(I):\n", " pass\n", " # TODO\n", "\n", "I = color.rgb2gray(io.imread(\"tiger.bmp\")) * 255\n", "tokens = btc_compress(I)\n", "\n", "print(tokens[5])\n", " " ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ " * **(5 points)** Write function `btc_decompress` that accepts a list of tuples and image shape from the task above and returns a reconstructed image. Check the lecture slides for the reconstruction formulas. At the end, crop the padded pixels from the image. Test compression and decompression on the `tiger.bmp` image. Zoom in on an region to see the difference.\n", " \n", " ![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "def btc_decompress(tokens, shape):\n", " pass\n", " # TODO\n", "# TODO\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assignment 2: Discrete Cosine Transform\n", "--------\n", "\n", "The discrete cosine transform used in JPEG standard is called DCT-II. The process expresses a (finite) sequence of data points as a sum of cosines with different frequencies (called basis functions). The result is a list of coefficients which can be used to reconstruct the original data. The most commonly used is DCT-II, also called \"the DCT\". Its inverse, DCT-III is called \"the inverse DCT\". Their formulas are as follows:\n", "\n", "\\begin{equation}\n", "X_k = \\sum_{n=0}^{N-1}x_n \\cos{\\Big(\\frac{\\pi}{N}\\Big(n+\\frac{1}{2}\\Big)k\\Big)}; \\quad k = 0,\\dots, N-1,\\\\\n", "x_k = \\frac{1}{N}X_0+\\sum_{n=1}^{N-1}\\frac{2}{N} \\ X_n \\cos{\\Big( \\frac{\\pi}{N}\\ n\\ \\Big( k+\\frac{1}{2} \\Big) \\Big)}; \\quad k = 0,\\dots, N-1\n", "\\end{equation}\n", "\n", "where $x_n$ denotes the $n$-th element of the input signal, while $N$ denotes the total number of elements of the input signal.\n", "\n" ] }, { "attachments": { "basis-2.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ " * In DCT, the signal is expressed as a sum of cosines with different frequencies. Consider the length of sequence `N = 10` and plot the basis functions for sequences of this length. The number of basis functions must equal the number of data points (N). To make the plot look smoother you can tabulate the cosine function more accurately by adding more values, e.g. use `200` values instead `10` that are sufficient for computation of DCT. The result should look like this:\n", "\n", " ![basis-2.png](attachment:basis-2.png)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# TODO: Plot the basis functions\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * Implement 1D DCT transform and its inverse. Implement the ``my_dct`` and ``my_idct`` functions that receive a signal and return the DCT coefficients (the sizes must match). Use the above formulas. Take note that these are the basic formulas. In practice, scaling factors are used to allow the transform to be expressed as matrix multiplication (see point (d)). You can test the correctness of your implementation by transforming a signal to frequency domain and back again. The result should be equal to the input signal (up to machine precision)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# TODO: Write a function my_dct that computes the 1D DCT transform of the 'input_signal'\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# TODO: Write a function my_idct that computes the inverse of the 1D DCT transform passed as 'input_signal'\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ " * Visualize the signal reconstruction from the DCT coefficients. Perform the DCT (using `my_dct`) on a chosen signal (to make the process easier to follow, start with `y = np.sin(np.exp(x) * 0.2)`), then transform it back using `my_idct`. Plot the intermediate result. If performed correctly, the signal should in the end be fully reconstructed. Also plot the error between the original and the reconstuction.\n", "\n", " ![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# TODO: write the code\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * **(5 points)** The first term ($X_0$) of the DCT is sometimes multiplied by $\\frac{1}{\\sqrt{2}}$ and the resulting matrix is multiplied by an overall scale factor of $\\sqrt{\\frac{2}{N}}$. This makes the matrix orthogonal and allows the DCT (and the IDCT) to be performed by matrix multiplication. Write a ``dct_coef`` function that takes a size $N$ and returns a $N\\times N$ matrix with the DCT coefficients. If the matrix is scaled correctly it should be orthogonal (i.e. $\\mathbf{M}\\mathbf{M}^\\top=\\mathbf{I}$). You can check the implementation details for scaling on Wikipedia. The DCT can then be calculated by multiplying a signal $x$ by the DCT coefficient matrix $\\mathbf{M}$. The same holds for the IDCT, except that it requires multiplication by the transpose of the matrix $\\mathbf{M}$.\n", "\n", " $$\n", " y = \\mathbf{M}x^\\top \\\\\n", " \\hat{x} = (\\mathbf{M}^\\top y)^\\top\n", " $$\n", "\n", " Using ``dct_coef`` write alternate implementations of ``my_dct`` and ``dct_idct`` and test if they work." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# TODO: write the code here" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ " * The DCT on two-dimensional data can be performed either by first calculating the 1D DCT on matrix rows and then on matrix columns (or vice versa) or by applying the formula directly.\n", "\n", " $$\n", " X_{k_1,k_2} = C_{k_1} C_{k_2} \\sum_{n_1=0}^{N_1-1} \\sum_{n_2=0}^{N_2-1} x_{n_1,n_2} \\cos{\\bigg( \\frac{\\pi}{N_1} \\Big( n_1 + \\frac{1}{2} \\Big) k_1 \\bigg)} \\cos{\\bigg( \\frac{\\pi}{N_2} \\Big( n_2 + \\frac{1}{2} \\Big) k_2 \\bigg) \\quad k_1 = 0,\\dots, N_1-1 \\quad k_2 = 0,\\dots, N_2-1\\\\}\n", " $$\n", "\n", " where $x_{n_1,n_2}$ denotes the element at $n_1$-th row and $n_2$-th column of the input matrix, while $N_1$ and $N_2$ denote the number of rows and the number of columns of the input matrix, respectively. The $C_{x}$ is defined as step function $C_{x} = \\frac{1}{\\sqrt{2}}$ if $x = 0$ and $C_{x} = 1$ otherwise.\n", "\n", " The inverse of DCT is defined similarly as:\n", "\n", " $$\n", " x_{n_{1},n_{2}}=\\sum _{k_{1}=0}^{N_{1}-1}\\sum _{k_{2}=0}^{N_{2}-1} C_{k_1} C_{k_2} X_{k_{1},k_{2}} \\cos \\left[{\\frac {\\pi }{N_{1}}}\\left(n_{1}+{\\frac {1}{2}}\\right)k_{1}\\right]\\cos \\left[{\\frac {\\pi }{N_{2}}}\\left(n_{2}+{\\frac {1}{2}}\\right)k_{2}\\right], \\quad {\\text{for }}n_{i}=0,1,2,\\dots ,N_{i}-1\"\n", " $$\n", "\n", " Plot the 2D basis functions. The result should look like this:\n", "\n", " ![image.png](attachment:image.png)\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# TODO: write the code here\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * Implement the ``my_dct2`` and ``my_idct2`` functions that perform the DCT and IDCT on 2D matrices." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "# TODO: Compute the 2D DCT transform of the input matrix \n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# TODO: Compute the inverse 2D DCT tranformation of the input matrix\n" ] }, { "attachments": { "image-2.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ " * Reconstruct an image from 2D DCT coefficients. Open a grayscale image (e.g. image *A.bmp*) and calculate its 2D DCT using `my_dct2`. Visualize the coefficient matrix. Convert the image back using `my_idct2`.\n", "\n", " Comment on the contribution of lower and higher frequency components to the reconstruction of the image. Which frequencies are more important perceptually? Slightly modify several coefficients to see the effect.\n", "\n", " ![image-2.png](attachment:image-2.png)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from scipy.fftpack import dct, idct\n", "\n", "A = io.imread(\"A.bmp\")\n", "\n", "# TODO: convert image to DCT coefficients\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Load one of the images from one of the previous exercises, convert it to grayscale. Then cut out several square blocks of 24x24 pixels and perform encoding/decoding using DCT. Test, how is the content modified if you modify the entire DCT coefficent matrix, and how if you modify the three quarters that denote the high frequency coefficients (all except top-left quarter). Apply the quantization formula that is written in the lecture slides. \n", "\n", " This task is complete if you do this for five different blocks (try to find different blocks, uniform region, edges, etc.) and visualize (1) original block, (2) DCT coefficients, (3) reconstruction with quantized DCT coefficients, (4) reconstruction with quantized high-frequency components." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#TODO: write your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assignment 3: The JPEG Pipeline\n", "\n", "In this assignment you will implement the main part of the JPEG compression algorithm. The image needs to be split into $8 \\times8$ blocks and DCT must be performed on each of them. The coefficients are then quantized using a quantization matrix. The result is finally losslessly compressed using entropy encoding.\n", "\n", "Note that this assignment is entierly optional, each task has a certain number of points, but the tasks are dependent on the previous ones." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the provided ```quantization_matrix``` function to generate different quantization matrices. The function accepts an argument on the interval $[1,100]$ which can be interpreted as the output image quality in percentages. How does the matrix change with different inputs? Experiment with a few values." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Generation of different quality quantization matrices, based on detail level\n", "def quantization_matrix(alpha_image_quality): \n", " \n", " # For this example we use the standard quantization matrix proposed by the Independent JPEG Group (IJG)\n", " Q = np.array([[16, 11, 10, 16, 24, 40, 51, 61],\n", " [12, 12, 14, 19, 26, 58, 60, 55],\n", " [14, 13, 16, 24, 40, 57, 69, 56],\n", " [14, 17, 22, 29, 51, 87, 80, 62],\n", " [18, 22, 37, 56, 68, 109, 103, 77],\n", " [24, 35, 55, 64, 81, 104, 113, 92],\n", " [49, 64, 78, 87, 103, 121, 120, 101],\n", " [72, 92, 95, 98, 112, 100, 103, 99]])\n", " \n", " if(alpha_image_quality < 50):\n", " s = 5000 / alpha_image_quality\n", " else:\n", " s = 200 - 2 * alpha_image_quality\n", " \n", " R = np.floor( (s * Q + 50) / 100 )\n", " R[R == 0] = 1\n", " \n", " return R" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Split your input image into $8\\times8$ blocks.\n", "\n", " For each of the blocks, do:\n", " 1. Subtract $128$ (take care of the data type, do not use uint8 here)\n", " 2. Calculate the 2D DCT\n", " * Perform element-wise division by the quantization matrix $Q$\n", " * Round the coefficients to quantize them\n", " * Do element-wise multiplication with $Q$.\n", " * Save the quantized coefficients in a separate matrix\n", " * Calculate the 2D IDCT\n", " * Add $128$\n", "\n", " Display the image reconstructed from quantized blocks. Display the difference to the original. Comment on the distribution of the differences and the reduction in image quality (try different levels of quantization).\n", "\n", " Use the image *tiger.bmp* to test your algorithm." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# TODO: Add code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* **(5 points)** Convert the image into YCbCr color space (e.g. using `skimage.color.rgb2ycbcr`), then subsample the color channels. Then reverse the process and reconstruct the image. Find representative images from previous exercises and comment on the difference using different factors of subsampling. Do the same with the $Y$ channel and comment on the differences. Save some examples images." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# TODO: Write code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* **(10 points)** Modify the code to compress the entire matrix of quantized coefficients as it was discussed at the lectures to a byte stream. Comment on the compression ratio for different levels of quantization. \n", "\n", " **Question:** Why can quantized images be stored using less space?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# TODO: Write code here" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }