{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Goals of this Training\n", " \n", "* Use Python to combine powerful libraries\n", " - Numerical: Pandas, NumPy\n", " - Scikit-Learn\n", " - Image Manipulation\n", "* Know what you are doing\n", "* Appreciate the beauty of the language\n", "* Jupyter Notebooks are also very cool\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Exercise\n", "* Load spectral image from a matlab file (.mat) into a 3-dimensional matrix. (See `scipy.io.loadmat`)\n", "* Use the K-Means algorithm to find clusters in the image. (See `sklearn.cluster.KMeans`)\n", "* Do something with that information. E.g. create a picture where the spectral pixels are converted to a RGB image of the same (x,y) dimension." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Links\n", "* [XKCD color survey](https://blog.xkcd.com/2010/05/03/color-survey-results/)\n", "* Basics\n", " - [Python Imaging Library](https://python-pillow.org/)\n", " - [NumPy](https://numpy.org/)\n", " - [SciPy](https://www.scipy.org/)\n", " - [Pandas](https://pandas.pydata.org/)\n", " - [Matplotlib](https://matplotlib.org/)\n", " - [Jupyter Notebook](https://jupyter.org/)\n", "* Documentation and Tutorials\n", " - Python\n", " + [Corey Schafer's Youtube Channel](https://www.youtube.com/user/schafer5/)\n", " + [Python Documentation](https://docs.python.org/3/)\n", " - Numpy and all that\n", " + [Keith Galli's Youtube Channel](https://www.youtube.com/channel/UCq6XkhO5SZ66N04IcPbqNcw/featured)\n", " - [Numpy Arrays](https://www.youtube.com/watch?v=GB9ByFAIAH4). Watch out for \"*boolean masking and advanced indexing*\" \n", " at around 50'.\n", " + [Numpy and SciPy offical Documentation](https://docs.scipy.org/doc/)\n", " + [Machine Learning, Sci-Kit Learn](https://www.youtube.com/watch?v=GB9ByFAIAH4)\n", "* [Spyder vs. PyCharm](https://idlecoding.com/ide-comparison-spyder-vs-pycharm/). Spyder tries really hard to make global variables even more global, by retaining them in a context that it reuses between program invocations. The cited comparison is really comprehensive, but still nobody seems to have a problem with that misfeature." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Walkthrough: Reduce Image to Eight Colors\n", "A related but more obvious problem is: given an RGB image, reduce colors to, say, eight.\n", "\n", "* Load PNG image into NumPy array\n", "* Make sense of it\n", "* Use K-Means to find eight clusters\n", "* Reduce colors by assigning center's RGB to members\n", "* Convert NumPy array back into PNG" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "IMGFILE = 'veggie.png'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Image from File: PIL\n", "\n", "#### Rant\n", "* PIL was the original Python Imaging Library\n", "* For some reason a fork was created\n", "* [Pillow](https://python-pillow.org/)\n", "* Takes a while to learn to interpret Google search hits in this way\n", "* Welcome to Open Source" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import PIL.Image\n", "\n", "img = PIL.Image.open(IMGFILE)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Image as NumPy Array\n", "This is easy: PIL is there to cooperate with numpy. The array shape, in this image's case, is 477x686 for the x and y image dimensions, and 4 high for the (r,g,b,alpha) part." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy\n", "imgarray = numpy.array(img)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imgarray.ndim" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(477, 686, 4)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imgarray.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('uint8')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imgarray.dtype" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "array([[[255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " ...,\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255]],\n", "\n", " [[255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " ...,\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255]],\n", "\n", " [[255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " ...,\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255]],\n", "\n", " ...,\n", "\n", " [[255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " ...,\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255]],\n", "\n", " [[255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " ...,\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255]],\n", "\n", " [[255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " ...,\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255],\n", " [255, 255, 255, 255]]], dtype=uint8)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imgarray" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([172, 104, 25, 255], dtype=uint8)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imgarray[200,300] # arbitrary pixel somewhere in the middle" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Preparation before Clustering\n", "* Cut off Alpha plane\n", "* Clustering input: only \"3d\" RGB values" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "rgb = imgarray[:,:,0:3]\n", "alpha = imgarray[:,:,3]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(477, 686, 3)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rgb.shape" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# remember for later\n", "nrows, ncols, _ = rgb.shape" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(477, 686)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alpha.shape" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "While we have compatible x,y sizes, we are missing one dimension in the alpha matrix. We need this to stack alpha on top of the reduced image once we have it." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "alpha = alpha.reshape(alpha.shape + (1,))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This could have been done easier by slicing a *range* of size 1 instead ..." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "alpha = imgarray[:,:,3:]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(477, 686, 1)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alpha.shape" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Excursion: matplotlib\n", "Completely irrelevant: see where the points are in the RGB colorspace. Could spend more time on it though; for example, the points could be colored." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'B')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.set_xlabel('R')\n", "ax.set_ylabel('G')\n", "ax.set_zlabel('B')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "rs = []\n", "gs = []\n", "bs = []\n", "for x, y in numpy.ndindex(nrows,ncols):\n", " r,g,b = rgb[x,y]\n", " rs.append(r)\n", " gs.append(g)\n", " bs.append(b)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.scatter(rs,gs,bs)\n", "fig" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Now Comes the Clustering\n", "\n", "* [scikit-learn](https://scikit-learn.org/)\n", "* Huge data science toolbox\n", "* [K-Means](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html): \"Given a set of data points, find N clusters and their centers\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a two-dimensional array of (r,g,b) values. KMeans is not interested in (x,y), so linearize the input.\n", "*Note* that reshaping an array is a zero-copy operation - it only gives a different view onto the same memory." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "rgb_linear = rgb.reshape(nrows*ncols, 3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Let KMeans find eight clusters ..." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=8, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=None, tol=0.0001, verbose=0)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "km = KMeans(n_clusters=8)\n", "km.fit(rgb_linear)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Use the result: output-properties\n", "* labels: cluster membership for each point in the input sequence\n", "* cluster_centers: eight RGB values" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, ..., 1, 1, 1], dtype=int32)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "km.labels_" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "327222" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(km.labels_)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "327222" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nrows*ncols" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 67.20529747, 37.50360681, 61.3796182 ],\n", " [254.94408609, 254.75471018, 254.53133237],\n", " [226.64913628, 73.76939951, 41.92569235],\n", " [121.71464963, 114.47333306, 25.60640492],\n", " [122.8888303 , 81.92275244, 132.84313209],\n", " [157.30685398, 24.43988931, 28.03959132],\n", " [225.55934051, 182.98255893, 136.3232048 ],\n", " [241.37322907, 159.54158234, 14.51775529]])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "km.cluster_centers_" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Clusters be their Centers\n", "Assign each point the RGB values of the center it is attached to" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "for idx, label in enumerate(km.labels_):\n", " rgb_linear[idx] = km.cluster_centers_[label]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Post Processing: Restore Alpha, Back into RGBA\n", "*Note*: while we have manipulated the RGB cube via `rgb_linear` (a two-dimensional view of it), we use the original three-dimensional `rgb` array." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "imgarray = numpy.concatenate((rgb, alpha), axis=2)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "reduced_img = PIL.Image.fromarray(imgarray, 'RGBA')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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