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"description": "# pyradiomics v2.2.0\n\n## Build Status\n\n| Linux | macOS | Windows |\n|--------------------------------|-------------------------------|-------------------------------|\n| [![][circleci]][circleci-lnk] | [![][travisci]][travisci-lnk] | [![][appveyor]][appveyor-lnk] |\n\n\n[appveyor]: https://ci.appveyor.com/api/projects/status/tw69xbbeyluk7fl7/branch/master?svg=true\n[appveyor-lnk]: https://ci.appveyor.com/project/Radiomics/pyradiomics/branch/master\n\n[circleci]: https://circleci.com/gh/Radiomics/pyradiomics.svg?style=svg&circle-token=a4748cf0de5fad2c12bc93a485282378551c3584\n[circleci-lnk]: https://circleci.com/gh/Radiomics/pyradiomics\n\n[travisci]: https://travis-ci.org/Radiomics/pyradiomics.svg?branch=master\n[travisci-lnk]: https://travis-ci.org/Radiomics/pyradiomics\n\n## Radiomics feature extraction in Python\nThis is an open-source python package for the extraction of Radiomics features from medical imaging.\n\nWith this package we aim to establish a reference standard for Radiomic Analysis, and provide a tested and maintained\nopen-source platform for easy and reproducible Radiomic Feature extraction. By doing so, we hope to increase awareness\nof radiomic capabilities and expand the community.\n\nThe platform supports both the feature extraction in 2D and 3D and can be used to calculate single values per feature\nfor a region of interest (\"segment-based\") or to generate feature maps (\"voxel-based\"). \n\n**Not intended for clinical use.**\n\n**If you publish any work which uses this package, please cite the following publication:**\n*van Griethuysen, J. J. M., Fedorov, A., Parmar, C., Hosny, A., Aucoin, N., Narayan, V., Beets-Tan, R. G. H.,\nFillon-Robin, J. C., Pieper, S., Aerts, H. J. W. L. (2017). Computational Radiomics System to Decode the Radiographic\nPhenotype. Cancer Research, 77(21), e104\u2013e107. https://doi.org/10.1158/0008-5472.CAN-17-0339*\n\n### Join the Community!\nJoin the PyRadiomics community on google groups [here](https://groups.google.com/forum/#!forum/pyradiomics).\n\n### Feature Classes\nCurrently supports the following feature classes:\n\n - First Order Statistics\n - Shape-based (2D and 3D)\n - Gray Level Cooccurence Matrix (GLCM)\n - Gray Level Run Length Matrix (GLRLM)\n - Gray Level Size Zone Matrix (GLSZM)\n - Gray Level Dependece Matrix (GLDM)\n - Neighboring Gray Tone Difference Matrix (NGTDM)\n\n### Filter Classes\nAside from the feature classes, there are also some built-in optional filters:\n\n- Laplacian of Gaussian (LoG, based on SimpleITK functionality)\n- Wavelet (using the PyWavelets package)\n- Square\n- Square Root\n- Logarithm\n- Exponential\n- Gradient (Magnitude)\n- Local Binary Pattern (LBP) 2D / 3D\n\n### Supporting reproducible extraction\nAside from calculating features, the pyradiomics package includes provenance information in the\noutput. This information contains information on used image and mask, as well as applied settings\nand filters, thereby enabling fully reproducible feature extraction.\n\n### Documentation\nFor more information, see the sphinx generated documentation available [here](http://pyradiomics.readthedocs.io/).\n\nAlternatively, you can generate the documentation by checking out the master branch and running from the root directory:\n\n python setup.py build_sphinx\n\nThe documentation can then be viewed in a browser by opening `PACKAGE_ROOT\\build\\sphinx\\html\\index.html`. \n\nFurthermore, an instruction video is available [here](http://radiomics.io/pyradiomics.html).\n\n### Installation\nPyRadiomics is OS independent and compatible with both Python 2.7 and Python 3.4, 3.5 and 3.6. As of version 2.0,\nPyRadiomics releases are also made available on PyPi. To install PyRadiomics, ensure you have python\ninstalled and run:\n\n `python -m pip install pyradiomics`\n\nDetailed installation instructions, as well as instructions for building PyRadiomics from source, are available in the \n[documentation](http://pyradiomics.readthedocs.io/en/latest/installation.html).\n\n### Docker\nPyRadiomics also supports [Dockers](https://www.docker.com/). Currently, 2 dockers are available:\n\nThe first one is a [Jupyter notebook](http://jupyter.org/) with PyRadiomics pre-installed with example Notebooks. \n\nTo get the Docker:\n\n docker pull radiomics/pyradiomics:latest\n\nThe `radiomics/notebook` Docker has an exposed volume (`/data`) that can be mapped to the host system directory. For example, to mount the current directory:\n\n docker run --rm -it --publish 8888:8888 -v `pwd`:/data radiomics/notebook\n\nor for a less secure notebook, skip the randomly generated token\n\n docker run --rm -it --publish 8888:8888 -v `pwd`:/data radiomics/notebook start-notebook.sh --NotebookApp.token=''\n\nand open the local webpage at http://localhost:8888/ with the current directory at http://localhost:8888/tree/data.\n\nThe second is a docker which exposes the PyRadiomics CLI interface. To get the CLI-Docker:\n\n docker pull radiomics/pyradiomics:CLI\n\nYou can then use the PyRadiomics CLI as follows:\n\n docker run radiomics/pyradiomics:CLI --help\n\nFor more information on using docker, see\n[here](https://pyradiomics.readthedocs.io/en/latest/installation.html#use-pyradiomics-docker)\n\n### Usage\nPyRadiomics can be easily used in a Python script through the `featureextractor`\nmodule. Furthermore, PyRadiomics provides a commandline script, `pyradiomics`, for both single image extraction and \nbatchprocessing. Finally, a convenient front-end interface is provided as the 'Radiomics'\nextension for 3D Slicer, available [here](https://github.com/Radiomics/SlicerRadiomics).\n\n### 3rd-party packages used in pyradiomics:\n - SimpleITK (Image loading and preprocessing)\n - numpy (Feature calculation)\n - PyWavelets (Wavelet filter)\n - pykwalify (Enabling yaml parameters file checking)\n - six (Python 3 Compatibility)\n - scipy (Only for LBP filter, install seperately to enable this filter)\n - scikit-image (Only for LBP filter, install seperately to enable this filter)\n - trimesh (Only for LBP filter, install seperately to enable this filter)\n\nSee also the [requirements file](requirements.txt).\n\n### 3D Slicer\nPyRadiomics is also available as an [extension](https://github.com/Radiomics/SlicerRadiomics) to [3D Slicer](slicer.org). \nDownload and install the 3D slicer [nightly build](http://download.slicer.org/), the extension is then available in the\nextension manager under \"SlicerRadiomics\".\n\n### License\nThis package is covered by the open source [3-clause BSD License](LICENSE.txt).\n\n### Developers\n - [Joost van Griethuysen](https://github.com/JoostJM)1,3,4\n - [Andriy Fedorov](https://github.com/fedorov)2\n - [Nicole Aucoin](https://github.com/naucoin)2\n - [Jean-Christophe Fillion-Robin](https://github.com/jcfr)5\n - [Ahmed Hosny](https://github.com/ahmedhosny)1\n - [Steve Pieper](https://github.com/pieper)6\n - [Hugo Aerts (PI)](https://github.com/hugoaerts)1,2\n\n1Department of Radiation Oncology, Dana-Farber Cancer Institute, Brigham and Women's Hospital, Harvard Medical School, Boston, MA,\n2Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA,\n3Department of Radiology, Netherlands Cancer Institute, Amsterdam, The Netherlands, \n4GROW-School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, The Netherlands,\n5Kitware,\n6Isomics\n\n### Contact\nWe are happy to help you with any questions. Please contact us on the [pyradiomics email list](https://groups.google.com/forum/#!forum/pyradiomics).\n\nWe welcome contributions to PyRadiomics. Please read the [contributing guidelines](CONTRIBUTING.rst) on how to\ncontribute to PyRadiomics.\n\n**This work was supported in part by the US National Cancer Institute grant \n5U24CA194354, QUANTITATIVE RADIOMICS SYSTEM DECODING THE TUMOR PHENOTYPE.**\n\n\n",
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