{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Comparing SOTA results on CIMA over several scopes\n", "\n", "This notebook serves as visualisation for State-of-the-Art methods on CIMA dataset\n", "\n", "_Note: In case you want to get some further evaluation related to new submission, you may contact JB._" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/.local/lib/python3.6/site-packages/dask/config.py:161: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " data = yaml.load(f.read()) or {}\n" ] } ], "source": [ "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import os, sys\n", "import glob, json\n", "\n", "import tqdm\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n", "from birl.utilities.data_io import update_path\n", "from birl.utilities.evaluate import compute_ranking\n", "from birl.utilities.drawing import RadarChart, draw_scatter_double_scale\n", "from bm_ANHIR.generate_regist_pairs import VAL_STATUS_TRAIN, VAL_STATUS_TEST\n", "from bm_ANHIR.evaluate_submission import COL_TISSUE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook serves for computing extended statistics and visualie some more statistics.\n", "\n", "You can run the notebook to see result on both scales `10k` and `full` both has to be extracted in `bm_CIMA` folder defined as `PATH_RESULTS` bellow." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# folder with all participants submissions\n", "PATH_RESULTS = update_path('bm_CIMA')\n", "# temporary folder for unzipping submissions\n", "PATH_TEMP = os.path.abspath(os.path.expanduser('~/Desktop/CIMA_compare'))\n", "FIELD_TISSUE = 'type-tissue'\n", "\n", "# configuration for Pandas tables\n", "pd.set_option(\"display.max_columns\", 25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some initial replacement and name adjustments" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# simplify the metrics names according paper\n", "METRIC_LUT = {'Average-': 'A', 'Rank-': 'R', 'Median-': 'M', 'Max-': 'S'}\n", "\n", "def col_metric_rename(col):\n", " for m in METRIC_LUT:\n", " col = col.replace(m, METRIC_LUT[m])\n", " return col" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load parsed measures from each experiment" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Users (size-10k): ['ANTs', 'DROP', 'Elastix', 'RNiftyReg', 'RVSS', 'bUnwarpJ-SIFT', 'bUnwarpJ']\n", "Users (size-full): ['ANTs', 'DROP', 'Elastix', 'RNiftyReg', 'RVSS', 'bUnwarpJ-SIFT', 'bUnwarpJ']\n" ] } ], "source": [ "submission_dirs = sorted([p for p in glob.glob(os.path.join(PATH_RESULTS, '*')) if os.path.isdir(p)])\n", "scope_user_cases = {}\n", "\n", "for sdir in submission_dirs:\n", " submission_paths = sorted(glob.glob(os.path.join(sdir, '*.json')))\n", " submissions = {}\n", " # loading all participants metrics\n", " for path_sub in submission_paths:\n", " with open(path_sub, 'r') as fp:\n", " metrics = json.load(fp)\n", " # rename tissue types accoding new LUT\n", " for case in metrics['cases']:\n", " metrics['cases'][case][FIELD_TISSUE] = metrics['cases'][case][FIELD_TISSUE]\n", " submissions[os.path.splitext(os.path.basename(path_sub))[0]] = metrics\n", "\n", " users = list(submissions.keys())\n", " name = os.path.basename(sdir)\n", " print ('Users (%s): %r' % (name, users))\n", " user_cases = {u: submissions[u]['cases'] for u in users}\n", " scope_user_cases[name] = user_cases" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transform the case format data to be simple form with extra colums for used and case ID to be able to draw a violine plot later." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "skip not numerical column: \"name-tissue\"\n", "skip not numerical column: \"type-tissue\"\n", "skip not numerical column: \"name-reference\"\n", "skip not numerical column: \"name-source\"\n", "skip not numerical column: \"scope\"\n", "skip not numerical column: \"method\"\n" ] } ], "source": [ "dfs_ = []\n", "for scope in scope_user_cases: \n", " for usr in users:\n", " df = pd.DataFrame(scope_user_cases[scope][usr]).T\n", " df['case'] = df.index\n", " df['scope'] = scope\n", " df['method'] = usr\n", " dfs_.append(df)\n", "df_cases = pd.concat(dfs_).reset_index()\n", "del dfs_\n", "\n", "for col in df_cases.columns:\n", " try:\n", " df_cases[col] = pd.to_numeric(df_cases[col])\n", " except Exception:\n", " print('skip not numerical column: \"%s\"' % col)\n", "# df_cases.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Showing violine plots on scope comaprison" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def _format_ax(ax, name, use_log=False, vmax=None):\n", " plt.xticks(rotation=60)\n", " if use_log:\n", " ax.set_yscale('log')\n", " if vmax:\n", " ax.set_ylim([0, vmax])\n", " ax.grid(True)\n", " ax.set_xlabel('')\n", " ax.set_ylabel(name)\n", " ax.get_figure().tight_layout()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/.local/lib/python3.6/site-packages/matplotlib/axes/_base.py:3477: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", " 'Attempted to set non-positive ylimits for log-scale axis; '\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for field, name, log, vmax, bw in [('rTRE-Median', 'MrTRE', True, None, 0.01),\n", " ('rTRE-Max', 'SrTRE', True, None, 0.01),\n", " ('Robustness', 'Robust.', False, None, 0.05),\n", " ('Norm-Time_minutes', 'Time [min]', True, 180, 0.1)]: \n", " fig = plt.figure(figsize=(5, 3))\n", " # clr = sns.palplot(sns.color_palette(tuple(list_methods_colors(df_.columns))))\n", " sns.violinplot(ax=plt.gca(), data=df_cases, inner=\"quartile\", trim=True, cut=0., linewidth=1.,\n", " x=\"method\", y=field, hue=\"scope\", split=True, scale=\"width\", width=0.75)\n", " _format_ax(fig.gca(), name, log, vmax)\n", " fig.gca().grid(True)\n", " lgd = fig.gca().legend(loc='upper center', bbox_to_anchor=(0.5, 1.2), ncol=2)\n", " fig.savefig(os.path.join(PATH_TEMP, 'violin_teams-scores_%s_mixed.pdf' % field),\n", " bbox_extra_artists=(lgd,), bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 1 }