From 087e6771236ebffc4d293e37076815438d88e6c2 Mon Sep 17 00:00:00 2001 From: Jirka Borovec Date: Thu, 9 Apr 2020 11:34:59 +0200 Subject: [PATCH] final TMI paper (#48) * add stain stats @ipynb * add references * update Travis * simple docs --- .travis.yml | 12 +- README.md | 3 +- birl/__init__.py | 17 +- birl/utilities/experiments.py | 9 +- circle.yml | 2 +- docs/references.bib | 5 +- docs/source/conf.py | 6 +- notebooks/ANHIR_evaluation-board.ipynb | 1277 +++++++++++++++++++++--- 8 files changed, 1155 insertions(+), 176 deletions(-) diff --git a/.travis.yml b/.travis.yml index 5f6945bb..5860ff62 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,6 +13,8 @@ env: - DISPLAY="" matrix: + # https://blog.travis-ci.com/2019-08-07-extensive-python-testing-on-travis-ci + # https://docs.travis-ci.com/user/languages/python/ include: - os: linux language: python @@ -54,14 +56,16 @@ matrix: #before_script: # - git lfs install # - git lfs pull - # https://blog.travis-ci.com/2019-08-07-extensive-python-testing-on-travis-ci - # https://docs.travis-ci.com/user/languages/python/ - os: windows # Windows 10.0.17134 N/A Build 17134 language: shell # 'language: python' is an error on Travis CI Windows + # https://github.com/skvark/opencv-python/issues/263 before_install: - - choco install python --version 3.7.0 + - choco install -y python --version 3.7.0 - python -m pip install --upgrade pip - env: PATH=/c/Python37:/c/Python37/Scripts:%OPENCV_DIR%/bin:$PATH + - choco install -y opencv + env: + - TOXENV=py37 + - PATH=/c/Python37:/c/Python37/Scripts:%OPENCV_DIR%/bin:$PATH # https://towardsdatascience.com/extensive-python-testing-on-travis-ci-4c24db9bf961 allow_failures: - os: osx diff --git a/README.md b/README.md index 336af1af..84c91d29 100644 --- a/README.md +++ b/README.md @@ -320,7 +320,8 @@ The project is using the standard [BSD license](http://opensource.org/licenses/B For complete references see [bibtex](docs/references.bib). 1. Borovec, J., Munoz-Barrutia, A., & Kybic, J. (2018). **[Benchmarking of image registration methods for differently stained histological slides](https://www.researchgate.net/publication/325019076_Benchmarking_of_image_registration_methods_for_differently_stained_histological_slides)**. In IEEE International Conference on Image Processing (ICIP) (pp. 3368–3372), Athens. [DOI: 10.1109/ICIP.2018.8451040](https://doi.org/10.1109/ICIP.2018.8451040) -2. Borovec, J. (2019). BIRL: **Benchmark on Image Registration methods with Landmark validation**. arXiv preprint [arXiv:1912.13452.](https://arxiv.org/abs/1912.13452) +2. Borovec, J. (2019). **[BIRL: Benchmark on Image Registration methods with Landmark validation](https://www.researchgate.net/publication/338291737_BIRL_Benchmark_on_Image_Registration_methods_with_Landmark_validation)**. arXiv preprint [arXiv:1912.13452](https://arxiv.org/abs/1912.13452). +3. Borovec, J., Kybic, J., et al. (2020). **[ANHIR: Automatic Non-rigid Histological Image Registration Challenge](https://ieeexplore.ieee.org/document/9058666)**. In IEEE Transaction on Medical Imaging (TMI). [DOI: 10.1109/TMI.2020.2986331](https://www.doi.org/10.1109/TMI.2020.2986331) ## Appendix - Useful information diff --git a/birl/__init__.py b/birl/__init__.py index 673dcee0..6323d019 100644 --- a/birl/__init__.py +++ b/birl/__init__.py @@ -1,3 +1,4 @@ +# -*- coding: utf-8 -*- """ Using the try/except import since the init is called in setup to get pkg info before satisfying install requirements @@ -17,7 +18,7 @@ __author_email__ = "jiri.borovec@fel.cvut.cz" __license__ = "BSD 3-clause" __homepage__ = "https://borda.github.io/BIRL", -__copyright__ = "Copyright (c) 2014-2019, %s." % __author__ +__copyright__ = "Copyright (c) 2014-2020, %s." % __author__ __doc__ = 'BIRL: Benchmark on Image Registration methods with Landmark validation' __long_doc__ = "# %s" % __doc__ + """ @@ -35,8 +36,14 @@ * rerun evaluation and visualisation for finished experiments ## References -Borovec, J., Munoz-Barrutia, A., & Kybic, J. (2018). Benchmarking of image - registration methods for differently stained histological slides. - In IEEE International Conference on Image Processing (ICIP) (pp. 3368-3372), - Athens. DOI: 10.1109/ICIP.2018.8451040 +1. Borovec, J., Munoz-Barrutia, A., & Kybic, J. (2018). + Benchmarking of image registration methods for differently stained histological slides. + In IEEE International Conference on Image Processing (ICIP) (pp. 3368–3372), Athens. + DOI: 10.1109/ICIP.2018.8451040 +2. Borovec, J. (2019). BIRL: Benchmark on Image Registration methods with Landmark validation. + arXiv preprint arXiv:1912.13452. +3. Borovec, J., Kybic, J., et al. (2020). + ANHIR: Automatic Non-rigid Histological Image Registration Challenge. + In IEEE Transaction on Medical Imaging (TMI). + DOI: 10.1109/TMI.2020.2986331 """ diff --git a/birl/utilities/experiments.py b/birl/utilities/experiments.py index 8401f1a7..2ded2be8 100644 --- a/birl/utilities/experiments.py +++ b/birl/utilities/experiments.py @@ -508,7 +508,7 @@ def exec_commands(commands, path_logger=None, timeout=None): # Process = NoDaemonProcess -def iterate_mproc_map(wrap_func, iterate_vals, nb_workers=CPU_COUNT, desc=''): +def iterate_mproc_map(wrap_func, iterate_vals, nb_workers=CPU_COUNT, desc='', ordered=True): """ create a multi-porocessing pool and execute a wrapped function in separate process :param func wrap_func: function which will be excited in the iterations @@ -517,6 +517,7 @@ def iterate_mproc_map(wrap_func, iterate_vals, nb_workers=CPU_COUNT, desc=''): :param int nb_workers: number og jobs running in parallel :param str|None desc: description for the bar, if it is set None, bar is suppressed + :param bool ordered: whether enforce ordering in the parallelism Waiting reply on: @@ -531,9 +532,9 @@ def iterate_mproc_map(wrap_func, iterate_vals, nb_workers=CPU_COUNT, desc=''): * http://mindcache.me/2015/08/09/python-multiprocessing-module-daemonic-processes-are-not-allowed-to-have-children.html * https://medium.com/@bfortuner/python-multithreading-vs-multiprocessing-73072ce5600b - >>> list(iterate_mproc_map(np.sqrt, range(5), nb_workers=1)) # doctest: +ELLIPSIS + >>> list(iterate_mproc_map(np.sqrt, range(5), nb_workers=1, desc=None)) # doctest: +ELLIPSIS [0.0, 1.0, 1.41..., 1.73..., 2.0] - >>> list(iterate_mproc_map(sum, [[0, 1]] * 5, nb_workers=2, desc=None)) + >>> list(iterate_mproc_map(sum, [[0, 1]] * 5, nb_workers=2, ordered=False)) [1, 1, 1, 1, 1] >>> list(iterate_mproc_map(max, [(2, 1)] * 5, nb_workers=2, desc='')) [2, 2, 2, 2, 2] @@ -558,7 +559,7 @@ def iterate_mproc_map(wrap_func, iterate_vals, nb_workers=CPU_COUNT, desc=''): # pool = NonDaemonPool(nb_workers) pool = ProcessPool(nb_workers) # pool = Pool(nb_workers) - mapping = pool.imap + mapping = pool.imap if ordered else pool.uimap else: logging.debug('perform sequential') pool = None diff --git a/circle.yml b/circle.yml index e3a98fbd..aa3c3a33 100644 --- a/circle.yml +++ b/circle.yml @@ -42,7 +42,7 @@ references: # sphinx-apidoc -o ./docs/source ./imsegm **/test_* --force --follow-links cd docs make html - make latexpdf + # make latexpdf run_dataset: &run_dataset run: diff --git a/docs/references.bib b/docs/references.bib index 85d64793..b92b63ae 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -14,11 +14,12 @@ @inproceedings{Benchmark2018 url = {ftp://cmp.felk.cvut.cz/pub/cmp/articles/borovec/Borovec-ICIP2018.pdf https://ieeexplore.ieee.org/document/8451040/}, year = {2018} } -@misc{BIRL2019, +@report{BIRL2019, title={BIRL: Benchmark on Image Registration methods with Landmark validation}, author={Jiri Borovec}, year={2019}, eprint={1912.13452}, archivePrefix={arXiv}, - primaryClass={cs.CV} + primaryClass={cs.CV}, + ee={https://arxiv.org/abs/1912.13452}, } \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py index 67d2ef7a..3a11db7a 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -305,7 +305,7 @@ def find_source(): obj = getattr(obj, part) fname = inspect.getsourcefile(obj) # https://github.com/rtfd/readthedocs.org/issues/5735 - if any([s in fname for s in ('readthedocs', 'checkouts')]): + if any([s in fname for s in ('readthedocs', 'rtfd', 'checkouts')]): # /home/docs/checkouts/readthedocs.org/user_builds/birl/checkouts/ # devel/birl/utilities/cls_experiment.py#L26-L176 path_top = os.path.abspath(os.path.join('..', '..', '..')) @@ -325,6 +325,10 @@ def find_source(): # import subprocess # tag = subprocess.Popen(['git', 'rev-parse', 'HEAD'], stdout=subprocess.PIPE, # universal_newlines=True).communicate()[0][:-1] + branch = filename.split('/')[0] + # do mapping from latest tags to master + branch = {'latest': 'master', 'stable': 'master'}.get(branch, branch) + filename = '/'.join([branch] + filename.split('/')[1:]) return "https://github.com/%s/%s/blob/%s" \ % (github_user, github_repo, filename) diff --git a/notebooks/ANHIR_evaluation-board.ipynb b/notebooks/ANHIR_evaluation-board.ipynb index a5823dfc..99322f31 100644 --- a/notebooks/ANHIR_evaluation-board.ipynb +++ b/notebooks/ANHIR_evaluation-board.ipynb @@ -203,15 +203,29 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "loading: 100%|██████████| 13/13 [00:00<00:00, 64.28it/s]" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ "Users: dict_keys(['AGH', 'ANTs', 'CKVST', 'DROP', 'Elastix', 'MEVIS', 'NiftyReg', 'RVSS', 'TUB', 'TUNI', 'UA', 'UPENN', 'bUnwarpJ'])\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] } ], "source": [ @@ -233,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -380,12 +394,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "## Visual properties\n", + "\n", "Define colors and markers later used in charts" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -526,6 +542,24 @@ "display(pd.DataFrame([METHOD_COLORS, METHOD_MARKERS]).T)" ] }, + { + "cell_type": "code", + "execution_count": 7, + "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": "markdown", "metadata": {}, @@ -542,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -1121,7 +1155,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1193,7 +1227,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -1220,7 +1254,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1242,14 +1276,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['Average-Average-rTRE_evaluation', 'Average-Average-rTRE_training', 'Average-Max-rTRE_evaluation', 'Average-Max-rTRE_training', 'Average-Median-rTRE_evaluation', 'Average-Median-rTRE_training', 'Average-Rank-Max-rTRE_evaluation', 'Average-Rank-Max-rTRE_training', 'Average-Rank-Median-rTRE_evaluation', 'Average-Rank-Median-rTRE_training', 'Average-Robustness_evaluation', 'Average-Robustness_training', 'Median-Average-rTRE_evaluation', 'Median-Average-rTRE_training', 'Median-Max-rTRE_evaluation', 'Median-Max-rTRE_training', 'Median-Median-rTRE_evaluation', 'Median-Median-rTRE_training', 'Median-Robustness_evaluation', 'Median-Robustness_training']\n" + "['Average-Average-rTRE_evaluation', 'Average-Average-rTRE_training', 'Median-Average-rTRE_evaluation', 'Median-Average-rTRE_training', 'Average-Median-rTRE_evaluation', 'Average-Median-rTRE_training', 'Median-Median-rTRE_evaluation', 'Median-Median-rTRE_training', 'Average-Max-rTRE_evaluation', 'Average-Max-rTRE_training', 'Median-Max-rTRE_evaluation', 'Median-Max-rTRE_training', 'Average-Robustness_evaluation', 'Average-Robustness_training', 'Median-Robustness_evaluation', 'Median-Robustness_training', 'Average-Rank-Median-rTRE_training', 'Average-Rank-Median-rTRE_evaluation', 'Average-Rank-Max-rTRE_training', 'Average-Rank-Max-rTRE_evaluation']\n" ] } ], @@ -1739,14 +1773,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1756,9 +1790,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1768,9 +1802,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1783,7 +1817,7 @@ "for col, name in [('Average-Rank-Median-rTRE_evaluation', 'ARMrTRE (eval.)'),\n", " ('Average-Median-rTRE_evaluation', 'AMrTRE (eval.)'),\n", " ('Median-Median-rTRE_evaluation', 'MMrTRE (eval.)')]:\n", - " plt.figure(figsize=(4, 3))\n", + " plt.figure(figsize=(4, 2.3))\n", " dfx = pd.DataFrame(user_aggreg)[users_ranked].T[col].sort_values()\n", " ax = dfx.plot.bar(grid=True, rot=90, color=list_methods_colors(dfx.index))\n", " # ax = pd.DataFrame(user_aggreg).T.sort_values(col)[col].plot.bar(grid=True, rot=90, color='blue')\n", @@ -1796,23 +1830,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "### Compute tables with all cases\n", + "\n", "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": 20, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "skip not numerical column: \"Status\"\n", - "skip not numerical column: \"name-reference\"\n", - "skip not numerical column: \"name-source\"\n", "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: \"Status\"\n", "skip not numerical column: \"method\"\n" ] } @@ -1825,6 +1861,7 @@ " df['case'] = df.index\n", " dfs_cases.append(df)\n", "df_cases = pd.concat(dfs_cases).reset_index()\n", + "del dfs_cases\n", "\n", "for col in df_cases.columns:\n", " try:\n", @@ -1841,24 +1878,6 @@ "### Showing several distribution plots" ] }, - { - "cell_type": "code", - "execution_count": 21, - "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": 22, @@ -2018,7 +2037,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -2031,12 +2050,14 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2051,7 +2072,7 @@ "df['Average-Weakness'] = 1 - df['Average-Robustness']\n", "del df['Average-Robustness']\n", "\n", - "radar = RadarChart(df, fig=plt.figure(figsize=(9, 8)), colors=list_methods_colors(df.index))\n", + "radar = RadarChart(df, fig=plt.figure(figsize=(7, 6)), colors=list_methods_colors(df.index))\n", "radar.ax.legend(loc='lower center', bbox_to_anchor=(0.5, 1.05),\n", " ncol=int(len(users) / 1.8), fancybox=True, shadow=True)\n", "radar.fig.tight_layout()\n", @@ -2251,7 +2272,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Visual statistic over tissue types\n", + "### Visual statistic over tissue types (datasets)\n", "\n", "Present some statistis depending on the tissue types..." ] @@ -2383,7 +2404,7 @@ " # ax.legend(loc='upper center', bbox_to_anchor=(1.2, 1.0), ncol=1)\n", " extras['ax1'].set_xticks(range(len(cols)))\n", " extras['ax1'].set_xticklabels(list(map(lambda c: col_metric_rename(col_tissue_remane(c.replace(drop, ''))), cols)),\n", - " rotation=45, ha=\"center\")\n", + " rotation=45, ha=\"center\")\n", " _format_ax(extras['ax1'], desc, use_log, vmax=None)\n", " name = ''.join(filter(lambda s: s not in '(.)', desc)).replace(' ', '-')\n", " fig.savefig(os.path.join(PATH_TEMP, 'scat_teams-scores_tissue-%s.pdf' % name),\n", @@ -2442,127 +2463,1067 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Calculating pairwise significance" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# cases: 251\n" - ] - } - ], - "source": [ - "cases=[k for k in submissions[users[0]]['cases'].keys() if submissions[users[0]]['cases'][k][FIELD_STATUS] == 'evaluation' ]\n", - "print ('# cases: ', len(cases))" + "## Statistic per stain pairs" ] }, { "cell_type": "code", - "execution_count": 34, - "metadata": {}, + "execution_count": 13, + "metadata": { + "scrolled": true + }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Difference is not significant between ANTs and AGH for p=0.346996\n", - "Difference is not significant between CKVST and AGH for p=0.013812\n", - "Difference is not significant between CKVST and ANTs for p=0.415407\n", - "Difference is not significant between DROP and ANTs for p=0.444396\n", - "Difference is not significant between DROP and CKVST for p=0.080876\n", - "Difference is not significant between TUB and RVSS for p=0.325578\n", - "Difference is not significant between TUNI and TUB for p=0.422872\n", - "Difference is not significant between UA and TUB for p=0.078941\n", - "Difference is not significant between UA and TUNI for p=0.430366\n" - ] - }, { "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.colors\n", - "from scipy.stats import wilcoxon\n", - "\n", - "# users_ = users_ranked\n", - "# JK requested having this order...\n", - "users_ = ['MEVIS', 'CKVST', 'AGH', 'UPENN', 'TUB', 'TUNI', 'DROP', 'RVSS', 'ANTs', 'UA', 'Elastix', 'bUnwarpJ', 'NiftyReg']\n", - "r = {m: list(map(lambda c: submissions[m]['cases'][c]['rTRE-Median'], cases)) for m in users}\n", - "x = r[users[0]]\n", - "y = r[users[1]]\n", - "\n", - "ps = np.zeros((len(users), len(users)))\n", - "for i, j in ((i, j) for i in range(len(users)) for j in range(len(users))):\n", - " if i != j:\n", - " s, p = wilcoxon(r[users_[i]], r[users_[j]], alternative='greater')\n", - " if i > j and p > 0.01:\n", - " print('Difference is not significant between %s and %s for p=%f' % (users[i], users[j], p))\n", - " ps[i, j] = p\n", - " else:\n", - " ps[i, j] = 0.5\n", - "\n", - "cvals = [0., 0.01, 0.5, 0.99, 1.0]\n", - "colors = [[0, 0, 1], [0.25, 0.25, 0.75], [0.5, 0.5, 0.5], [0.75, 0.25, 0.25], [1., 0, 0]]\n", - "cvals_norm = plt.Normalize(min(cvals), max(cvals))\n", - "cvals_color = list(zip(map(cvals_norm, cvals), colors)) \n", - "cmap = matplotlib.colors.LinearSegmentedColormap.from_list(\"\", cvals_color) \n", - "plt.imshow(ps, interpolation='nearest', cmap=cmap, norm=cvals_norm)\n", - "plt.colorbar()\n", - "_= plt.xticks(range(len(users)), users_, rotation=90)\n", - "_= plt.yticks(range(len(users)), users_)\n", - "plt.gca().get_figure().savefig(os.path.join(PATH_TEMP, 'wilcoxon_teams_rTRE.pdf'), 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", - "source": [], - "metadata": { - "collapsed": false - } + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ASMACC10CD1aCD31CD4CD68CD8DABEBVERHEHER2KI67MASPASPR
stain-reference
ASMA1.0NaNNaN4.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN6.0NaN
CC10NaNNaNNaN1.0NaNNaNNaNNaNNaNNaN3.0NaN6.0NaNNaN3.0
CD1aNaNNaNNaNNaN8.07.01.0NaN2.0NaNNaNNaNNaNNaNNaNNaN
CD310.06.0NaN1.0NaNNaNNaNNaNNaNNaN3.0NaN6.0NaN2.06.0
CD4NaNNaN1.0NaNNaN7.02.0NaN2.0NaNNaNNaNNaNNaNNaNNaN
CD68NaNNaN1.0NaN1.0NaN1.0NaN2.0NaNNaNNaNNaNNaNNaNNaN
CD8NaNNaN0.0NaN7.07.0NaNNaN2.0NaNNaNNaNNaNNaNNaNNaN
DABNaNNaNNaNNaNNaNNaNNaN171.0NaNNaN5.0NaNNaNNaNNaNNaN
EBVNaNNaN0.0NaN1.00.01.0NaNNaNNaNNaNNaNNaNNaNNaNNaN
ERNaNNaNNaNNaNNaNNaNNaNNaNNaN1.012.01.0NaNNaNNaN4.0
HENaN4.0NaN4.0NaNNaNNaN61.0NaN6.09.03.06.05.05.014.0
HER2NaNNaNNaNNaNNaNNaNNaNNaNNaN2.02.0NaNNaNNaNNaN2.0
KI67NaN1.0NaN1.0NaNNaNNaNNaNNaNNaN1.0NaNNaNNaNNaN3.0
MASNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.0NaNNaNNaN5.0NaN
PAS2.0NaNNaN8.0NaNNaNNaNNaNNaNNaN0.0NaNNaN5.014.0NaN
PRNaN4.0NaN1.0NaNNaNNaNNaNNaN1.011.01.04.0NaNNaN1.0
\n", + "
" + ], + "text/plain": [ + " ASMA CC10 CD1a CD31 CD4 CD68 CD8 DAB EBV ER \\\n", + "stain-reference \n", + "ASMA 1.0 NaN NaN 4.0 NaN NaN NaN NaN NaN NaN \n", + "CC10 NaN NaN NaN 1.0 NaN NaN NaN NaN NaN NaN \n", + "CD1a NaN NaN NaN NaN 8.0 7.0 1.0 NaN 2.0 NaN \n", + "CD31 0.0 6.0 NaN 1.0 NaN NaN NaN NaN NaN NaN \n", + "CD4 NaN NaN 1.0 NaN NaN 7.0 2.0 NaN 2.0 NaN \n", + "CD68 NaN NaN 1.0 NaN 1.0 NaN 1.0 NaN 2.0 NaN \n", + "CD8 NaN NaN 0.0 NaN 7.0 7.0 NaN NaN 2.0 NaN \n", + "DAB NaN NaN NaN NaN NaN NaN NaN 171.0 NaN NaN \n", + "EBV NaN NaN 0.0 NaN 1.0 0.0 1.0 NaN NaN NaN \n", + "ER NaN NaN NaN NaN NaN NaN NaN NaN NaN 1.0 \n", + "HE NaN 4.0 NaN 4.0 NaN NaN NaN 61.0 NaN 6.0 \n", + "HER2 NaN NaN NaN NaN NaN NaN NaN NaN NaN 2.0 \n", + "KI67 NaN 1.0 NaN 1.0 NaN NaN NaN NaN NaN NaN \n", + "MAS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "PAS 2.0 NaN NaN 8.0 NaN NaN NaN NaN NaN NaN \n", + "PR NaN 4.0 NaN 1.0 NaN NaN NaN NaN NaN 1.0 \n", + "\n", + " HE HER2 KI67 MAS PAS PR \n", + "stain-reference \n", + "ASMA NaN NaN NaN NaN 6.0 NaN \n", + "CC10 3.0 NaN 6.0 NaN NaN 3.0 \n", + "CD1a NaN NaN NaN NaN NaN NaN \n", + "CD31 3.0 NaN 6.0 NaN 2.0 6.0 \n", + "CD4 NaN NaN NaN NaN NaN NaN \n", + "CD68 NaN NaN NaN NaN NaN NaN \n", + "CD8 NaN NaN NaN NaN NaN NaN \n", + "DAB 5.0 NaN NaN NaN NaN NaN \n", + "EBV NaN NaN NaN NaN NaN NaN \n", + "ER 12.0 1.0 NaN NaN NaN 4.0 \n", + "HE 9.0 3.0 6.0 5.0 5.0 14.0 \n", + "HER2 2.0 NaN NaN NaN NaN 2.0 \n", + "KI67 1.0 NaN NaN NaN NaN 3.0 \n", + "MAS 0.0 NaN NaN NaN 5.0 NaN \n", + "PAS 0.0 NaN NaN 5.0 14.0 NaN \n", + "PR 11.0 1.0 4.0 NaN NaN 1.0 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import re\n", + "\n", + "STAINS = ['HE', 'ER', 'PR', 'CD1a', 'CD4', 'CD8', 'CD31', 'PAS', 'CD68',\n", + " 'EBV', 'MAS', 'PASM', 'KI67', 'CC10', 'CNEU', 'ASMA']\n", + "STAIN_LUT = {\"CNEU\": \"HER2\"}\n", + "def _filter_stain(name):\n", + " regex = \"(%s)\" % '|'.join(STAINS)\n", + " match = re.search(pattern=regex, string=name.upper())\n", + " code = match.group(0) if match else re.sub(r\"S\\d(-v\\d)?\", r\"DAB\", name)\n", + " return STAIN_LUT.get(code, code)\n", + "\n", + "df_cases[\"stain-reference\"] = df_cases[\"name-reference\"].apply(_filter_stain)\n", + "df_cases[\"stain-source\"] = df_cases[\"name-source\"].apply(_filter_stain)\n", + "# print(df_cases[\"stain-reference\"].unique())\n", + "nb_users = len(df_cases[\"method\"].unique())\n", + "\n", + "mx_stains = []\n", + "for st_ref, dfg in df_cases.groupby(\"stain-reference\"):\n", + " st_row = dict(dfg[\"stain-source\"].value_counts())\n", + " st_row.update({\"stain-reference\": st_ref})\n", + " mx_stains.append(st_row)\n", + "df_stains_conf = pd.DataFrame(mx_stains).set_index(\"stain-reference\")\n", + "df_stains_conf = (df_stains_conf[list(sorted(df_stains_conf.columns))] / nb_users).round()\n", + "df_stains_conf.to_csv(os.path.join(PATH_TEMP, 'stain-pairs_confuse.csv'))\n", + "display(df_stains_conf)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DAB-DABDAB-HEHE-PRER-HEPAS-PASMAS-PASCD31-PASHE-HECD1a-CD4CD4-CD8CD1a-CD68CD4-CD68...ASMA-CD31HER2-PRER-HER2CD4-EBVCD8-EBVCD1a-EBVCD68-EBVER-ERCD31-CD31ASMA-ASMACD1a-CD8PR-PR
Status
all171.066.025.018.014.010.010.09.09.09.08.08.0...4.03.03.03.03.02.02.01.01.01.01.01.0
evaluation87.066.010.010.011.05.04.0NaN9.08.08.0NaN...2.0NaNNaN1.03.02.0NaNNaNNaN1.01.0NaN
training84.0NaN15.08.03.05.06.09.0NaN1.0NaN8.0...2.03.03.02.0NaNNaN2.01.01.0NaNNaN1.0
\n", + "

3 rows × 39 columns

\n", + "
" + ], + "text/plain": [ + " DAB-DAB DAB-HE HE-PR ER-HE PAS-PAS MAS-PAS CD31-PAS HE-HE \\\n", + "Status \n", + "all 171.0 66.0 25.0 18.0 14.0 10.0 10.0 9.0 \n", + "evaluation 87.0 66.0 10.0 10.0 11.0 5.0 4.0 NaN \n", + "training 84.0 NaN 15.0 8.0 3.0 5.0 6.0 9.0 \n", + "\n", + " CD1a-CD4 CD4-CD8 CD1a-CD68 CD4-CD68 ... ASMA-CD31 HER2-PR \\\n", + "Status ... \n", + "all 9.0 9.0 8.0 8.0 ... 4.0 3.0 \n", + "evaluation 9.0 8.0 8.0 NaN ... 2.0 NaN \n", + "training NaN 1.0 NaN 8.0 ... 2.0 3.0 \n", + "\n", + " ER-HER2 CD4-EBV CD8-EBV CD1a-EBV CD68-EBV ER-ER CD31-CD31 \\\n", + "Status \n", + "all 3.0 3.0 3.0 2.0 2.0 1.0 1.0 \n", + "evaluation NaN 1.0 3.0 2.0 NaN NaN NaN \n", + "training 3.0 2.0 NaN NaN 2.0 1.0 1.0 \n", + "\n", + " ASMA-ASMA CD1a-CD8 PR-PR \n", + "Status \n", + "all 1.0 1.0 1.0 \n", + "evaluation 1.0 1.0 NaN \n", + "training NaN NaN 1.0 \n", + "\n", + "[3 rows x 39 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_cases[\"stain-pairs\"] = df_cases.apply(lambda row: \"-\".join(sorted([row['stain-reference'], row['stain-source']])), axis=1)\n", + "\n", + "# Show the count-stat\n", + "stain_pairs = [{'Status': \"all\"}]\n", + "stain_pairs[-1].update(dict(df_cases[\"stain-pairs\"].value_counts()))\n", + "for st, dfg in df_cases.groupby(\"Status\"):\n", + " stain_pairs.append({'Status': st})\n", + " stain_pairs[-1].update(dict(dfg[\"stain-pairs\"].value_counts()))\n", + "\n", + "df_stain_pairs = pd.DataFrame(stain_pairs).set_index('Status') / nb_users\n", + "df_stain_pairs.to_csv(os.path.join(PATH_TEMP, 'stain-pairs_counts.csv'))\n", + "display(df_stain_pairs)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexscale-tissuematched-landmarksRobustnessNorm-Time_minutesAffine-translation-X-DiffAffine-translation-Y-DiffAffine-scale-X-DiffAffine-scale-Y-DiffAffine-rotation-DiffAffine-shear-DiffrTRE-Mean_elastic...TRE-STDrTRE-MedianTRE-MedianrTRE-MinTRE-MinrTRE-MaxTRE-MaxrTRE-Median_rankrTRE-Max_rankcasemethodstain-pairs
0463.0025.01.01.0000005.234309-68.522467103.0179340.001765-0.004129-1.0420020.0122180.003905...70.0706050.00111113.2370790.0000891.0602330.035879427.5033032.0007.000463.00AGHASMA-ASMA
1461.5025.01.00.96780311.10003187.259917-30.2130290.041048-0.0326502.2978370.0208970.006532...125.1676110.010752128.1089150.0002012.3914690.045603543.3573356.0008.500461.50AGHASMA-CD31
2460.7525.01.00.9715919.91352767.85715927.7658550.011738-0.0197270.9996590.0157410.006957...101.3809810.011249133.6932770.0006227.4036710.039665470.7521976.1257.375460.75AGHASMA-PAS
\n", + "

3 rows × 40 columns

\n", + "
" + ], + "text/plain": [ + " index scale-tissue matched-landmarks Robustness Norm-Time_minutes \\\n", + "0 463.00 25.0 1.0 1.000000 5.234309 \n", + "1 461.50 25.0 1.0 0.967803 11.100031 \n", + "2 460.75 25.0 1.0 0.971591 9.913527 \n", + "\n", + " Affine-translation-X-Diff Affine-translation-Y-Diff Affine-scale-X-Diff \\\n", + "0 -68.522467 103.017934 0.001765 \n", + "1 87.259917 -30.213029 0.041048 \n", + "2 67.857159 27.765855 0.011738 \n", + "\n", + " Affine-scale-Y-Diff Affine-rotation-Diff Affine-shear-Diff \\\n", + "0 -0.004129 -1.042002 0.012218 \n", + "1 -0.032650 2.297837 0.020897 \n", + "2 -0.019727 0.999659 0.015741 \n", + "\n", + " rTRE-Mean_elastic ... TRE-STD rTRE-Median TRE-Median rTRE-Min \\\n", + "0 0.003905 ... 70.070605 0.001111 13.237079 0.000089 \n", + "1 0.006532 ... 125.167611 0.010752 128.108915 0.000201 \n", + "2 0.006957 ... 101.380981 0.011249 133.693277 0.000622 \n", + "\n", + " TRE-Min rTRE-Max TRE-Max rTRE-Median_rank rTRE-Max_rank case \\\n", + "0 1.060233 0.035879 427.503303 2.000 7.000 463.00 \n", + "1 2.391469 0.045603 543.357335 6.000 8.500 461.50 \n", + "2 7.403671 0.039665 470.752197 6.125 7.375 460.75 \n", + "\n", + " method stain-pairs \n", + "0 AGH ASMA-ASMA \n", + "1 AGH ASMA-CD31 \n", + "2 AGH ASMA-PAS \n", + "\n", + "[3 rows x 40 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats = []\n", + "for user, dfg in df_cases.groupby('method'):\n", + " for stain, dfgg in dfg.groupby('stain-pairs'):\n", + " stat = dict(dfgg.describe().T['mean'])\n", + " stat.update({'method': user, 'stain-pairs': stain})\n", + " stats.append(stat)\n", + "df_stats = pd.DataFrame(stats)\n", + "df_stats.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def _tranpose_result_table(df, col_index, col_columns, col_values):\n", + " table = []\n", + " for idx, df_idx in df.groupby(col_index):\n", + " row = [(col_index, idx)] + list(zip(df_idx[col_columns], df_idx[col_values]))\n", + " table.append(dict(row))\n", + " df = pd.DataFrame(table)\n", + " return df.set_index(col_index)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for metric, desc, use_log in [('rTRE-Median', 'median rTRE', True),\n", + " ('Robustness', 'Robustness', False),\n", + " ('Norm-Time_minutes', 'Time [min]', True)]:\n", + " dfx = _tranpose_result_table(df_stats, 'method', 'stain-pairs', metric)\n", + " # colors = plt.get_cmap('nipy_spectral', len(dfx))\n", + " fig, extras = draw_scatter_double_scale(\n", + " dfx.reindex(users_ranked), colors=list_methods_colors(users_ranked), ax_decs={desc: None},\n", + " idx_markers=list_methods_markers(users_ranked), xlabel='Stain pairs', figsize=(1 + len(dfx.columns) * 0.37, 3.5),\n", + " legend_style=dict(loc='upper center', bbox_to_anchor=(0.5, 1.15), ncol=14))\n", + " extras['ax1'].set_xticks(range(len(dfx.columns)))\n", + " extras['ax1'].set_xticklabels(list(dfx.columns), rotation=45, ha=\"center\")\n", + " extras['ax1'].set_xlim([-0.5, len(dfx.columns) - 0.5])\n", + " _format_ax(extras['ax1'], desc, use_log, vmax=None)\n", + " name = ''.join(filter(lambda s: s not in '(.)', desc)).replace(' ', '-')\n", + " fig.savefig(os.path.join(PATH_TEMP, 'scat_teams-scores_stains-%s.pdf' % name),\n", + " bbox_extra_artists=(extras['legend'],), bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculating pairwise significance" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# cases: 251\n" + ] + } + ], + "source": [ + "cases=[k for k in submissions[users[0]]['cases'].keys() if submissions[users[0]]['cases'][k][FIELD_STATUS] == 'evaluation' ]\n", + "print ('# cases: ', len(cases))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Difference is not significant between ANTs and AGH for p=0.346996\n", + "Difference is not significant between CKVST and AGH for p=0.013812\n", + "Difference is not significant between CKVST and ANTs for p=0.415407\n", + "Difference is not significant between DROP and ANTs for p=0.444396\n", + "Difference is not significant between DROP and CKVST for p=0.080876\n", + "Difference is not significant between TUB and RVSS for p=0.325578\n", + "Difference is not significant between TUNI and TUB for p=0.422872\n", + "Difference is not significant between UA and TUB for p=0.078941\n", + "Difference is not significant between UA and TUNI for p=0.430366\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.colors\n", + "from scipy.stats import wilcoxon\n", + "\n", + "# users_ = users_ranked\n", + "# JK requested having this order...\n", + "users_ = ['MEVIS', 'CKVST', 'AGH', 'UPENN', 'TUB', 'TUNI', 'DROP', 'RVSS', 'ANTs', 'UA', 'Elastix', 'bUnwarpJ', 'NiftyReg']\n", + "r = {m: list(map(lambda c: submissions[m]['cases'][c]['rTRE-Median'], cases)) for m in users}\n", + "x = r[users[0]]\n", + "y = r[users[1]]\n", + "\n", + "ps = np.zeros((len(users), len(users)))\n", + "for i, j in ((i, j) for i in range(len(users)) for j in range(len(users))):\n", + " if i != j:\n", + " s, p = wilcoxon(r[users_[i]], r[users_[j]], alternative='greater')\n", + " if i > j and p > 0.01:\n", + " print('Difference is not significant between %s and %s for p=%f' % (users[i], users[j], p))\n", + " ps[i, j] = p\n", + " else:\n", + " ps[i, j] = 0.5\n", + "\n", + "cvals = [0., 0.01, 0.5, 0.99, 1.0]\n", + "colors = [[0, 0, 1], [0.25, 0.25, 0.75], [0.5, 0.5, 0.5], [0.75, 0.25, 0.25], [1., 0, 0]]\n", + "cvals_norm = plt.Normalize(min(cvals), max(cvals))\n", + "cvals_color = list(zip(map(cvals_norm, cvals), colors)) \n", + "cmap = matplotlib.colors.LinearSegmentedColormap.from_list(\"\", cvals_color) \n", + "plt.imshow(ps, interpolation='nearest', cmap=cmap, norm=cvals_norm)\n", + "plt.colorbar()\n", + "_= plt.xticks(range(len(users)), users_, rotation=90)\n", + "_= plt.yticks(range(len(users)), users_)\n", + "plt.gca().get_figure().savefig(os.path.join(PATH_TEMP, 'wilcoxon_teams_rTRE.pdf'), 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 -} \ No newline at end of file +}