{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercises 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From now on we will not specify which packages to import. It's up to you to decide/understand what is needed. It's a safe bet to systematically import numpy and matplotlib.pyplot\n", "\n", "## Part1\n", "- Find a picture on the web, import it and plot it (usually the link to the image ends with the format of the image *e.g* jpg. Wikipedia is a good source of images)\n", "- Using pwd, figure out what is your current folder\n", "- Using that information, try to list the contents of the folder Data/BBBC007_v1_images/f9620\n", "- The folder contains files denoted D_1 and F_2. Try to parse the folder content to recover only the D_1 files\n", "- Import all those images into a list\n", "- Plot an element of that list\n", "\n", "## Part2\n", "- Try to import the image stack in Data/2chZT/2chZT.lsm\n", "- Look at the stack shape. Knowing there are 19 time points, 21 planes and two colors, try to plot the 5th time point, 10th plane of the first color\n", "- Try to interactively plot all time points of that plane" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Solutions 4" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import skimage.io as io" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part1" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "url = 'https://upload.wikimedia.org/wikipedia/commons/thumb/3/3e/Mahler%2C_Gustav%2C_by_Moritz_N%C3%A4hr%2C_BNF_Gallica.jpg/1024px-Mahler%2C_Gustav%2C_by_Moritz_N%C3%A4hr%2C_BNF_Gallica.jpg'\n", "image = io.imread(url)\n", "\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import os" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/Users/gw18g940/Google Drive/BernMIC/ImageProcessingLecture/Python_image_processing/Exercises'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pwd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the exercise notebooks are in a subfolder, one has to go two levels higher to reach the Data folder. Alternatively, once can specifiy the full path." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "filepath = '../../Data/BBBC007_v1_images/f9620'" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['20P1_POS0008_F_2UL.tif',\n", " '20P1_POS0011_F_2UL.tif',\n", " '20P1_POS0005_F_2UL.tif',\n", " '20P1_POS0008_D_1UL.tif',\n", " '20P1_POS0005_D_1UL.tif',\n", " '20P1_POS0011_D_1UL.tif',\n", " '20P1_POS0002_D_1UL.tif',\n", " '20P1_POS0010_F_2UL.tif',\n", " '20P1_POS0010_D_1UL.tif',\n", " '20P1_POS0002_F_2UL.tif',\n", " '20P1_POS0007_F_2UL.tif',\n", " '20P1_POS0007_D_1UL.tif']" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "files = os.listdir(filepath)\n", "files" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import glob" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['../../Data/BBBC007_v1_images/f9620/20P1_POS0008_F_2UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0011_F_2UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0005_F_2UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0010_F_2UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0002_F_2UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0007_F_2UL.tif']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "glob.glob(filepath+'/*_F_2*')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import re" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[], [], [], ['20P1_POS0008_D_1UL.tif'], ['20P1_POS0005_D_1UL.tif'], ['20P1_POS0011_D_1UL.tif'], ['20P1_POS0002_D_1UL.tif'], [], ['20P1_POS0010_D_1UL.tif'], [], [], ['20P1_POS0007_D_1UL.tif']]\n", "['20P1_POS0008_D_1UL.tif', '20P1_POS0005_D_1UL.tif', '20P1_POS0011_D_1UL.tif', '20P1_POS0002_D_1UL.tif', '20P1_POS0010_D_1UL.tif', '20P1_POS0007_D_1UL.tif']\n" ] } ], "source": [ "matched = [re.findall('.*D\\_1.*.tif',x) for x in files]\n", "print(matched)\n", "final_list = [x[0] for x in matched if len(x)>0]\n", "print(final_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or alternatively" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "import glob" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "filelist_glob = glob.glob(filepath+'/*D_1*')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['../../Data/BBBC007_v1_images/f9620/20P1_POS0008_D_1UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0005_D_1UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0011_D_1UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0002_D_1UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0010_D_1UL.tif',\n", " '../../Data/BBBC007_v1_images/f9620/20P1_POS0007_D_1UL.tif']" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filelist_glob" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "image_list = []\n", "for x in filelist_glob:\n", " temp_im = io.imread(x)\n", " image_list.append(temp_im)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "#creat a list with imported images\n", "image_list = []\n", "for x in final_list:\n", " temp_im = io.imread(filepath+'/'+x)\n", " image_list.append(temp_im)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plot one of the images\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(image_list[4], cmap = 'gray')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part2" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "ename": "OSError", "evalue": "cannot identify image file <_io.BufferedReader name='../../Data/2chZT/2chZT.lsm'>", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstack\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../../Data/2chZT/2chZT.lsm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/miniconda3/envs/teaching_test/lib/python3.6/site-packages/skimage/io/_io.py\u001b[0m in \u001b[0;36mimread\u001b[0;34m(fname, as_gray, plugin, flatten, **plugin_args)\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mfile_or_url_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 62\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcall_plugin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'imread'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplugin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mplugin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mplugin_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ndim'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/teaching_test/lib/python3.6/site-packages/skimage/io/manage_plugins.py\u001b[0m in \u001b[0;36mcall_plugin\u001b[0;34m(kind, *args, **kwargs)\u001b[0m\n\u001b[1;32m 212\u001b[0m (plugin, kind))\n\u001b[1;32m 213\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 214\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 215\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 216\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/teaching_test/lib/python3.6/site-packages/skimage/io/_plugins/pil_plugin.py\u001b[0m in \u001b[0;36mimread\u001b[0;34m(fname, dtype, img_num, **kwargs)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring_types\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mpil_to_ndarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg_num\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimg_num\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/teaching_test/lib/python3.6/site-packages/PIL/Image.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(fp, mode)\u001b[0m\n\u001b[1;32m 2685\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2686\u001b[0m raise IOError(\"cannot identify image file %r\"\n\u001b[0;32m-> 2687\u001b[0;31m % (filename if filename else fp))\n\u001b[0m\u001b[1;32m 2688\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2689\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mOSError\u001b[0m: cannot identify image file <_io.BufferedReader name='../../Data/2chZT/2chZT.lsm'>" ] } ], "source": [ "stack = io.imread('../../Data/2chZT/2chZT.lsm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This didn't work. The function can't understand the file format because it's an LSM file (Zeiss format). Let's try to force it using the tifffile plugin:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gw18g940/miniconda3/envs/teaching_test/lib/python3.6/site-packages/skimage/external/tifffile/tifffile.py:2694: UserWarning: empty byte count\n", " warnings.warn(\"empty byte count\")\n" ] } ], "source": [ "stack = io.imread('../../Data//2chZT/2chZT.lsm',plugin='tifffile')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19, 21, 2, 300, 400)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stack.shape" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(stack[5,10,0,:,:])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from ipywidgets import interact, IntSlider" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "def plot_plane(t):\n", " plt.imshow(stack[t,10,0,:,:])\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "max_time = stack.shape[0]-1" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ee9191f5340843e2be4aa66c041f9f17", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=0, description='t', max=18), Output()), _dom_classes=('widget-interact',…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interact(plot_plane, t = IntSlider(min=0,max=max_time,step=1,value=0,continuous_update = True))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.7" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }