{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Color quantization with scikit-learn\n", "\n", "This notebook is part of a blog post on [Geophysics Labs](http://geophysicslabs.com/2016/12/15/how-to-add-maps-to-opendtect/).\n", "\n", "Here I demonstrate how to convert a 3-channel RGB picture into an indexed-color one-band grid. This step is essential to be able to import coloured images into OpendTect.\n", "\n", "The example shown here makes use of the Kevitsa dataset that was made freely available by the [Frank Arnott Award](https://www.frankarnottaward.com/Home.aspx).\n", "
\n", "Let's start by loading the Numpy and matplotlib libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 12, "hidden": false, "row": 0, "width": 8 }, "report_default": {} } } } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the image\n", "I have an image of the geological map of the Kevitsa area in Finland. This was exported as a PNG image from QGIS.\n", "\n", "The image file is read with the matplotlib function imread, which converts the image into a Numpy array." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "hidden": true }, "report_default": {} } } } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFTCAYAAABGYRREAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGIZhGJhDYBiGYRgG8H9wjmUSRc8q4QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inFile = r'..\\data\\Kevitsa_geology_noframe.png'\n", "imRGB = plt.imread(inFile)\n", "# plot\n", "fig,ax = plt.subplots(figsize=(6,6))\n", "ax.imshow(imRGB)\n", "plt.title('Original RGB image')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Let's check the dimensions of the array:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(890, 1485, 4)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imRGB.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although this is not always the case, this PNG file contains four channels: the three colour bands (red, blue and green) and the alpha channel that stores the transparency information. We need to get rid of it with:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "imRGB = imRGB[:,:,:3]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Color Quantization\n", "We need first to load the palette, which is a list of colours that we consider as fixed." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "inFile = r'..\\data\\Windows_256_color_palette_RGB.csv'\n", "win256 = np.loadtxt(inFile,delimiter=',')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 0., 0., 0.],\n", " [ 128., 0., 0.],\n", " [ 0., 128., 0.],\n", " [ 128., 128., 0.],\n", " [ 0., 0., 128.]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "win256[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the colours are defined with integers ranging from 0 to 255.\n", "\n", "*See the end of this notebook in the appendix for an image of the colours present in the palette.*\n", "\n", "Next, we have to reshape the array of our RGB image to make sure it fits the same format with one column for each channel." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 0.90196079, 0.79607844, 0.79607844],\n", " [ 0.90196079, 0.79607844, 0.79607844],\n", " [ 0.90196079, 0.79607844, 0.79607844],\n", " [ 0.90196079, 0.79607844, 0.79607844],\n", " [ 0.90196079, 0.79607844, 0.79607844]], dtype=float32)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nrows,ncols,d = imRGB.shape\n", "flat_array = np.reshape(imRGB, (nrows*ncols, 3))\n", "flat_array[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that in this case, the colours are defined with floats ranging from 0 to 1. Something to keep in mind for the next step.\n", "\n", "Now we can compute the colours in the palette that are the closest to the colour of each pixel in our RGB image. This can be done easily using the pairwise_distances_argmin function available in the [scikit-learn](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_argmin.html#sklearn-metrics-pairwise-distances-argmin) library. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# import function\n", "from sklearn.metrics import pairwise_distances_argmin\n", "# run function, making sure the palette data is normalised to the 0-1 interval\n", "indices = pairwise_distances_argmin(flat_array,win256/255)\n", "# reshape the indices to the shape of the initial image\n", "indexedImage = indices.reshape((nrows,ncols))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we now display our result with a \"normal\" sequential colormap like *viridis*, we will get a strange image. This is because the plotting function is missing a crucial bit of information, which is the palette that was used to perform the quantization." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFTCAYAAABGYRREAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(6,6))\n", "ax.imshow(indexedImage,cmap='viridis')\n", "plt.title('Quantization with nearest distance to win256')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To display our indexed-color image properly with matplotlib, we need first to create the appropriate colormap with the colours of the palette. This is done with a function of the colors sub-module in [matplotlib](http://matplotlib.org/api/colors_api.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "new_cm = mcolors.LinearSegmentedColormap.from_list('win256', win256/255)\n", "plt.register_cmap(cmap=new_cm) # optional but useful to be able to call the colormap by its name." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's call imshow again with our new colormap. We also need to add the norm parameter to prevent imshow from normalizing our indices." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFTCAYAAABGYRREAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(6,6))\n", "ax.imshow(indexedImage,cmap='win256',norm=mcolors.NoNorm())\n", "plt.title('Quantization with nearest distance to win256')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! We can now save the resulting grid to a text file and import it into OpendTect as a 3D horizon. \n", "\n", "However, in our example, there is one more necesssary step. The rotated red square on the image tells us there is a mismatch between the grid of the image and the grid defined by the 3D survey. This can be corrected by interpolation and this is the subject of the next notebook.\n", "\n", "For now, we can simply save the array in a NPY file." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "outFile = r'..\\data\\Kevitsa_geology_indexed.npy'\n", "np.save(outFile,indexedImage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Appendix: how to display the colors in a colormap\n", "\n", "Here is a handy piece of code to display the 256 colours of the palette as individual squares." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUoAAAFeCAYAAADjblaIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlADg+H9/fxor+pbq6gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(4,4))\n", "ax.imshow(np.arange(256).reshape(16, 16),\n", " cmap = 'win256',\n", " interpolation=\"nearest\", aspect=\"equal\")\n", "ax.set_xticklabels([])\n", "ax.set_yticklabels([])\n", "ax.grid(False)\n", "ax.set_title('win256: Windows 8-bit palette')" ] } ], "metadata": { "anaconda-cloud": {}, "extensions": { "jupyter_dashboards": { "activeView": "grid_default", "version": 1, "views": { "grid_default": { "cellMargin": 10, "defaultCellHeight": 20, "maxColumns": 12, "name": "grid", "type": "grid" }, "report_default": { "name": "report", "type": "report" } } } }, "kernelspec": { "display_name": "Python [conda env:geophysicslabs]", "language": "python", "name": "conda-env-geophysicslabs-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }