{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Welcome to the mudseries IPython Notebook \n", "-------------------------------\n", "\n", "Please define the following inputs in the box below:\n", "\n", "| Variable | Description | \n", "| :------------- |:---------------------|\n", "| **inputdir** | Input directory where the images can be found [.jpg/.JPG] |\n", "| **inputdir/mudseries_config.txt** | configuration file for the the mudseries.py script [explanation below] |\n", "| **inputdir/mask_white.jpg** | Path to the mask file [a.k.a mask_white.jpg] |\n", "| **inputdir/preprocessing** | Output directory [folders plot, results and kmeans will be created here] |\n", "\n", "**NOTES**:\n", "- The mask file **mask_white.jpg** must be inside the **inputdir** folder\n", "- The configuration file **mudseries_config.txt** must be inside the **inputdir** has for example the following format:\n", "\n", "```\n", "# Basic configurations, write images 1 picture with level estimation per column/image inside the kmeans output folder\n", "[previews]\n", "writeimg = False\n", "\n", "# After applying mask_white.jpg - cutting columns by margin to reduce errors. Do not put zeros and no . (floats)!\n", "[cropping]\n", "margin_top_px = 1\n", "margin_bottom_px = 1\n", "margin_left_px = 90\n", "margin_right_px = 90\n", "\n", "# Kmeans color quantification options - number of clusters and sub-number of mud or dark clusters. Put as int!\n", "[kmeans]\n", "nbclusters = 4\n", "mudclusters = 1\n", "\n", "# Thresholds to detect mud block percentage of mud in the line\n", "[levels]\n", "dark_thr_percent = 70\n", "\n", "# Filtering options\n", "[filtering]\n", "thr_blame = 2\n", "thr_min_perc = 20\n", "thr_max_perc = 80\n", "blk_size = 10\n", "```\n", "\n", "**Algorithm**:\n", "-\tGet all the images in the **inputdir** directory.\n", "-\tFor each image extract the exact date from the EXIF header (camera metadata information, other fields may be used, lot of info).\n", "-\tFilter out the objects/columns with **mask_white.jpg**. \n", "-\tColour quantization with K-Means (configurable number of clusters, default=8).\n", "-\tFor each column extract mud-level parsing each raster line (configurable %dark_pixels and dark_pixel_value[0…255]\n", "\n", "**Outputs** [inside the folder defined in **idir/preprocessing**]:\n", "-\tFolder with plots in html format\n", "-\tFolder with a csv containing the time-series (date/pixels). You can convert later on pixels to cm.\n", "-\tFolder with previews per column/date/level. Some of them are not ‘drawn’ but calculated. Bug drawing probably.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Please fill this input values [explanation above]\n", "import os, sys\n", "from ipywidgets import interact, interactive, fixed, interact_manual\n", "import ipywidgets as widgets\n", "\n", "def setpaths(i):\n", " global idir\n", " r = os.getcwd() \n", " idir = os.path.join(r, i)\n", " \n", "# Interactive stdout\n", "oldsysstdout = sys.stdout\n", "class flushfile():\n", " def __init__(self, f):\n", " self.f = f\n", " def __getattr__(self,name): \n", " return object.__getattribute__(self.f, name)\n", " def write(self, x):\n", " self.f.write(x)\n", " self.f.flush()\n", " def flush(self):\n", " self.f.flush()\n", "sys.stdout = flushfile(sys.stdout)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cb2437a84da44043b9a94174f87bb3c5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Text(value='~/code/mudseries/nice_mud/', description='i'), Output()), _dom_classes=('wid…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(setpaths, i='~/code/mudseries/nice_mud/');" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/Users/evetion/code/mudseries/nice_mud/'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idir" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/evetion/code/mudseries/nice_mud/mask_white.jpg\n", "8 images found\n", "Mask generation - volume detected x,y=(2604,837)- 141 x 800\n", "Mask generation - volume detected x,y=(579,834)- 137 x 803\n", "Mask generation - volume detected x,y=(1725,827)- 156 x 810\n", "Mask generation - volume detected x,y=(296,827)- 147 x 820\n", "Mask generation - volume detected x,y=(2319,824)- 153 x 813\n", "Mask generation - volume detected x,y=(1442,818)- 140 x 829\n", "Mask generation - volume detected x,y=(1143,791)- 144 x 856\n", "Mask generation - volume detected x,y=(3451,788)- 127 x 816\n", "Mask generation - volume detected x,y=(2020,788)- 150 x 872\n", "Mask generation - volume detected x,y=(861,788)- 147 x 859\n", "Log file available at: /Users/evetion/code/mudseries/nice_mud/preprocess/mudseries_pre_processing.log\n" ] } ], "source": [ "# Import libs\n", "from mudseries import Mudseries\n", "\n", "# Launch mudseries [this may take a while]\n", "m = Mudseries(idir)\n", "errmsg = m.check_inputs()\n", "if len(errmsg) == 0:\n", " m.prepare()\n", "else:\n", " print('ERROR: ' + errmsg)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "ename": "error", "evalue": "OpenCV(4.5.0) ../modules/imgproc/src/color.cpp:182: error: (-215:Assertion failed) !_src.empty() in function 'cvtColor'\n", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31merror\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Run pre-processing for all the images\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrmsg\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\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[0m", "\u001b[0;32m~/code/mudseries/mudseries.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[0;31m# Equalize image [equ_mask_crop = self.equ_hist_img(mask_crop)]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 579\u001b[0m \u001b[0mequ_mask_crop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmask_crop\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 580\u001b[0;31m \u001b[0mequ_mask_crop_bw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcvtColor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mequ_mask_crop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCOLOR_BGR2GRAY\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 581\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 582\u001b[0m \u001b[0;31m# KMeans color clustering\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31merror\u001b[0m: OpenCV(4.5.0) ../modules/imgproc/src/color.cpp:182: error: (-215:Assertion failed) !_src.empty() in function 'cvtColor'\n" ] } ], "source": [ "# Run pre-processing for all the images\n", "if len(errmsg) == 0:\n", " m.run() " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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