{ "cells": [ { "cell_type": "markdown", "source": [ "# Transformation with Padding\n", "\n", "To avoid image shrinking, you may opt to pad your array with `np.nan` or other values.\n", "We will only discuss with `np.nan`, feel free to adapt to custom padding functions.\n", "\n", "We achieve padding with `np.pad`" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pathlib import Path\n", "\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from matplotlib.image import imread\n", "from mpl_toolkits.axes_grid1 import ImageGrid\n", "\n", "ar = imread(\"../../../data/image.jpg\")[:300:4, :300:4]\n", "plt.imshow(ar)" ] }, { "cell_type": "markdown", "source": [ "## Inspection of GLCM Transformation Size" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 2, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GLCM Progress: 100%|██████████| 44.7k/44.7k [00:00<00:00, 258k Cells/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(75, 75, 3) (61, 61, 3, 7)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from glcm_cupy import glcm\n", "\n", "radius = 3\n", "step_size = 4\n", "g = glcm(ar, bin_from=256, bin_to=16, radius=radius, step_size=step_size)\n", "print(ar.shape, g.shape)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "Notice that the dimensions reduces by `2 * (step_size + radius)`\n", "\n", "We can counter this by adding `np.nan` around the edges of the image." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "markdown", "source": [ "## Padding with `np.nan`\n", "\n", "The following is the recipe to pad an image to retain dimension sizes" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 3, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GLCM Progress: 100%|██████████| 67.5k/67.5k [00:00<00:00, 159k Cells/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(75, 75, 3) (75, 75, 3, 7)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "padding = radius + step_size\n", "ar_pad = np.pad(ar,\n", " pad_width=((padding,), (padding,), (0,)),\n", " constant_values=np.nan)\n", "ar_g = glcm(ar_pad, bin_from=256, bin_to=32, radius=radius, step_size=step_size)\n", "print(ar.shape, ar_g.shape)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "## Plot Transformation\n", "\n", "Notice the behaviour of the transformation with padding, this can cause unnatural artifacts along the edges." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 4, "outputs": [ { "data": { "text/plain": "Text(0.5, 0.98, 'Padded GLCM Features (Cube Rooted for visibility)')" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot in a grid\n", "fig = plt.figure(figsize=(12, 8))\n", "grid = ImageGrid(fig, 111,\n", " nrows_ncols=(3, 3),\n", " axes_pad=0.4)\n", "\n", "for ax, f_ix, title in zip(grid, range(ar_g.shape[-1]),\n", " (\"HOMOGENEITY\", \"CONTRAST\", \"ASM\", \"MEAN\",\n", " \"VARIANCE\", \"CORRELATION\", \"DISSIMILARITY\"), ):\n", " ax.imshow(ar_g[..., f_ix] ** (1 / 3))\n", " ax.set_title(title)\n", "fig.suptitle('Padded GLCM Features (Cube Rooted for visibility)')" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }