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Medical imaging processing for AI applications.

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- - bug_report.yml
  - config.yml
  - feature_request.md
  - not_working.yml
- - check_pull_request_title.yml
  - code_quality.yml
  - docs.yml
  - publish.yml
  - tests.yml
- codecov.yml
- dependabot.yml
- pull_request_template.md
- - bump-python
  - deprecate-python-files
- - data-model.md
  - lazy-loading.md
  - per-instance-augmentation.md
  - transforms.md
- - nBTu3oi.gif
  - plot_3d_to_2d.py
  - plot_colin27.py
  - plot_custom_z_spacing.py
  - plot_history.py
  - plot_include_exclude.py
  - plot_video.py
  - README.rst
- - installation.md
  - migration.md
  - quickstart.md
- - annotations.md
  - custom-reader.md
  - dataloader.md
  - monai.md
  - patch-inference.md
  - patch-training.md
  - remote-nii-zarr.md
  - save-nii-zarr.md
  - tta.md
  - visualization.md
- - augmentation.gif
  - cme.svg
  - composed.png
  - data_structures.png
  - diagram_patches.svg
  - diagram_volumes.svg
  - favicon.ico
  - fpg_progressive.gif
  - histogram_standardization.png
  - queue.gif
  - random_anisotropy.png
  - random_bias_field.gif
  - random_elastic_deformation.gif
  - random_ghosting.gif
  - random_motion.gif
  - random_noise.gif
  - random_spike.gif
  - random_swap.jpg
  - shape-tutorial.png
  - torchio_logo_2048x2048.png
  - weiss.jpg
  - z_normalization.png
- - copy-no-prompt.js
  - mathjax.js
- - affine.md
  - axes.md
  - backends.md
  - bboxes.md
  - cli.md
  - image.md
  - loader.md
  - patches.md
  - points.md
  - random_parameters.md
  - subject.md
  - transforms.md
  - visualization.md
- - annotations.md
  - augmentation.md
  - first-pipeline.md
  - large-volumes.md
- datasets.md
- gallery.py
- index.md
- plot_directive.py
- - __init__.py
  - cli.py
  - download.py
  - io.py
  - loader.py
  - logging.py
  - py.typed
  - repr_html.py
  - types.py
  - visualization.py
- __init__.py
- conftest.py
- test_affine.py
- test_anisotropy.py
- test_axes.py
- test_backends.py
- test_batch.py
- test_bboxes.py
- test_bias_field.py
- test_blur.py
- test_clamp.py
- test_cli.py
- test_compose.py
- test_contour.py
- test_copy_affine.py
- test_cornucopia_adapter.py
- test_crop.py
- test_crop_or_pad.py
- test_datasets.py
- test_device.py
- test_ensure_shape_multiple.py
- test_flip.py
- test_gamma.py
- test_ghosting.py
- test_histogram_standardization.py
- test_hydra.py
- test_identity_warning.py
- test_image.py
- test_image_annotations.py
- test_inverse.py
- test_keep_largest.py
- test_labels_to_image.py
- test_lambda_transform.py
- test_mask.py
- test_monai_adapter.py
- test_motion.py
- test_noise.py
- test_normalize.py
- test_one_hot.py
- test_one_of.py
- test_pad.py
- test_parameter_range.py
- test_patches.py
- test_pca.py
- test_per_instance.py
- test_points.py
- test_queue.py
- test_remap_labels.py
- test_remote_loading.py
- test_remote_zarr.py
- test_remove_labels.py
- test_reorient.py
- test_repr_html.py
- test_resize.py
- test_sequential_labels.py
- test_some_of.py
- test_spatial.py
- test_spike.py
- test_standardize.py
- test_subject.py
- test_swap.py
- test_tensordict.py
- test_to.py
- test_to_reference_space.py
- test_transforms_base.py
- test_transpose.py
- test_vectorization.py
- test_visualization.py
.all-contributorsrc
.gitignore
.pre-commit-config.yaml
.python-version
.scrutinizer.yml
.zenodo.json
CITATION.cff
CNAME
CODE_OF_CONDUCT.md
CONTRIBUTING.md
LICENSE
mise.toml
print_system.py
pyproject.toml
README.md
tox.ini
zensical.toml

# Installation Guide

1. Get the code

git clone https://github.com/TorchIO-project/torchio

Downloads the entire project code from GitHub to your computer.

cd torchio

Moves into the project folder you just downloaded.

2. Python

Easy Recommended

Prerequisites

Git Needed to download the project code from GitHub.
Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.

pip install .

Installs the package published on PyPI directly — no need to clone the source.

python <실행할 파일명>.py # README에서 정확한 실행 파일명을 확인하세요

Runs the Python script (or module).

✅ If it runs without errors and prints output in the terminal, it worked.

// repository documentation

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<a href="https://docs.torchio.org/">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/source/favicon_io/for_readme_2000x462.png" alt="TorchIO logo">
 </a>

> *Tools like TorchIO are a symptom of the maturation of medical AI research using deep learning techniques*.

Jack Clark, Policy Director
at [OpenAI](https://openai.com/), Co-Founder and Head of Policy of Anthropic ([link](https://jack-clark.net/2020/03/17/)).

---

<table align="center">
 <tr>
 <td align="left">
 Package
 </td>
 <td align="center">
 <a href="https://pypi.org/project/torchio/">
 <img src="https://img.shields.io/pypi/dm/torchio.svg?label=PyPI%20downloads&logo=python&logoColor=white" alt="PyPI downloads">
 </a>
 <a href="https://pypi.org/project/torchio/">
 <img src="https://img.shields.io/pypi/v/torchio?label=PyPI%20version&logo=python&logoColor=white" alt="PyPI version">
 </a>
 <a href="https://anaconda.org/conda-forge/torchio">
 <img src="https://img.shields.io/conda/v/conda-forge/torchio.svg?label=conda-forge&logo=conda-forge" alt="Conda version">
 </a>
 </td>
 </tr>
 <tr>
 <td align="left">
 CI
 </td>
 <td align="center">
 <a href="https://github.com/TorchIO-project/torchio/actions/workflows/tests.yml">
 <img src="https://github.com/TorchIO-project/torchio/actions/workflows/tests.yml/badge.svg" alt="Tests status">
 </a>
 <a href="https://github.com/TorchIO-project/torchio/actions/workflows/docs.yml">
 <img src="https://github.com/TorchIO-project/torchio/actions/workflows/docs.yml/badge.svg" alt="Documentation status">
 </a>
 <a href="https://app.codecov.io/github/TorchIO-project/torchio">
 <img src="https://codecov.io/gh/TorchIO-project/torchio/branch/main/graphs/badge.svg" alt="Coverage status">
 </a>
 </td>
 </tr>
 <tr>
 <td align="left">
 Code
 </td>
 <td align="center">
 <a href="https://docs.astral.sh/ruff/">
 <img src="https://camo.githubusercontent.com/bb88127790fb054cba2caf3f3be2569c1b97bb45a44b47b52d738f8781a8ede4/68747470733a2f2f696d672e736869656c64732e696f2f656e64706f696e743f75726c3d68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f636861726c6965726d617273682f727566662f6d61696e2f6173736574732f62616467652f76312e6a736f6e" alt="Code style">
 </a>
 <a href="https://scrutinizer-ci.com/g/TorchIO-project/torchio/?branch=main">
 <img src="https://img.shields.io/scrutinizer/g/TorchIO-project/torchio.svg?label=Code%20quality&logo=scrutinizer" alt="Code quality">
 </a>
 </td>
 </tr>
 <tr>
 <td align="left">
 Tutorials
 </td>
 <td align="center">
 <a href="https://github.com/TorchIO-project/torchio/blob/main/tutorials/README.md">
 <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Google Colab">
 </a>
 </td>
 </tr>
 <tr>
 <td align="left">
 Community
 </td>
 <td align="center">
 <a href="https://www.youtube.com/watch?v=UEUVSw5-M9M">
 <img src="https://img.shields.io/youtube/views/UEUVSw5-M9M?label=watch&style=social" alt="YouTube">
 </a>
 <a href="https://github.com/TorchIO-project/torchio#contributors">
 <img src="https://img.shields.io/github/all-contributors/TorchIO-project/torchio?color=ee8449&style=flat-square" alt="All Contributors">
 </a>
 </td>
 </tr>
</table>

---

---

<table align="center">
 <tr>
 <td align="center">Original</td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomblur">Random blur</a>
 </td>
 </tr>
 <tr>
 <td align="center"><img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/1_Lambda_mri.png" alt="Original"></td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomblur">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/2_RandomBlur_mri.gif" alt="Random blur">
 </a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomflip">Random flip</a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomnoise">Random noise</a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomflip">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/3_RandomFlip_mri.gif" alt="Random flip">
 </a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomnoise">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/4_Compose_mri.gif" alt="Random noise">
 </a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomaffine">Random affine transformation</a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomelasticdeformation">Random elastic transformation</a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomaffine">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/5_RandomAffine_mri.gif" alt="Random affine transformation">
 </a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomelasticdeformation">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/6_RandomElasticDeformation_mri.gif" alt="Random elastic transformation">
 </a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randombiasfield">Random bias field artifact</a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randommotion">Random motion artifact</a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randombiasfield">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/7_RandomBiasField_mri.gif" alt="Random bias field artifact">
 </a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randommotion">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/8_RandomMotion_mri.gif" alt="Random motion artifact">
 </a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomspike">Random spike artifact</a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomghosting">Random ghosting artifact</a>
 </td>
 </tr>
 <tr>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomspike">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/9_RandomSpike_mri.gif" alt="Random spike artifact">
 </a>
 </td>
 <td align="center">
 <a href="https://docs.torchio.org/transforms/augmentation.html#randomghosting">
 <img src="https://raw.githubusercontent.com/TorchIO-project/torchio/main/docs/images/gifs_readme/10_RandomGhosting_mri.gif" alt="Random ghosting artifact">
 </a>
 </td>
 </tr>
</table>

---

([Queue](https://docs.torchio.org/patches/patch_training.html#queue)
for [patch-based training](https://docs.torchio.org/patches/index.html))

---

TorchIO is a Python package containing a set of tools to efficiently
read, preprocess, sample, augment, and write 3D medical images in deep learning applications
written in [PyTorch](https://pytorch.org/),
including intensity and spatial transforms
for data augmentation and preprocessing.
Transforms include typical computer vision operations
such as random affine transformations and also domain-specific ones such as
simulation of intensity artifacts due to
[MRI magnetic field inhomogeneity](https://mriquestions.com/why-homogeneity.html)
or [k-space motion artifacts](http://proceedings.mlr.press/v102/shaw19a.html).

This package has been greatly inspired by NiftyNet,
[which is not actively maintained anymore](https://github.com/NifTK/NiftyNet/commit/935bf4334cd00fa9f9d50f6a95ddcbfdde4031e0).

## Credits

If you like this repository, please click on Star!

If you use this package for your research, please cite our paper:

[F. Pérez-García, R. Sparks, and S. Ourselin. *TorchIO: a Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning*. Computer Methods and Programs in Biomedicine (June 2021), p. 106236. ISSN: 0169-2607.doi:10.1016/j.cmpb.2021.106236.](https://doi.org/10.1016/j.cmpb.2021.106236)

BibTeX entry:

```bibtex
@article{perez-garcia_torchio_2021,
    title = {{TorchIO}: a {Python} library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning},
    journal = {Computer Methods and Programs in Biomedicine},
    pages = {106236},
    year = {2021},
    issn = {0169-2607},
    doi = {https://doi.org/10.1016/j.cmpb.2021.106236},
    url = {https://www.sciencedirect.com/science/article/pii/S0169260721003102},
    author = {P{\'e}rez-Garc{\'i}a, Fernando and Sparks, Rachel and Ourselin, S{\'e}bastien},
}
```

This project was originally supported by the following institutions:

- [Engineering and Physical Sciences Research Council (EPSRC) & UK Research and Innovation (UKRI)](https://epsrc.ukri.org/)
- [EPSRC Centre for Doctoral Training in Intelligent, Integrated Imaging In Healthcare (i4health)](https://www.ucl.ac.uk/intelligent-imaging-healthcare/) (University College London)
- [Wellcome / EPSRC Centre for Interventional and Surgical Sciences (WEISS)](https://www.ucl.ac.uk/interventional-surgical-sciences/) (University College London)
- [School of Biomedical Engineering & Imaging Sciences (BMEIS)](https://www.kcl.ac.uk/bmeis) (King's College London)

## Getting started

See [Getting started](https://docs.torchio.org/quickstart.html) for
[installation](https://docs.torchio.org/quickstart.html#installation)
instructions
and a [Hello, World!](https://docs.torchio.org/quickstart.html#hello-world)
example.

Longer usage examples can be found in the
[tutorials](https://github.com/TorchIO-project/torchio/blob/main/tutorials/README.md).

Read the [documentation](https://docs.torchio.org/) for more information.

Please
[create an issue](https://github.com/TorchIO-project/torchio/issues/new/choose)
if you think something is missing.

## Contributors

Thanks goes to all these people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):

<table>
 <tbody>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/fepegar"><img src="https://avatars1.githubusercontent.com/u/12688084?v=4?s=100" width="100px;" alt="Fernando Pérez-García"/> Fernando Pérez-García</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=fepegar" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=fepegar" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/romainVala"><img src="https://avatars1.githubusercontent.com/u/5611962?v=4?s=100" width="100px;" alt="valabregue"/> valabregue</a> <a href="#ideas-romainVala" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/TorchIO-project/torchio/pulls?q=is%3Apr+reviewed-by%3AromainVala" title="Reviewed Pull Requests">👀</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=romainVala" title="Code">💻</a> <a href="#question-romainVala" title="Answering Questions">💬</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AromainVala" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/GFabien"><img src="https://avatars1.githubusercontent.com/u/39873986?v=4?s=100" width="100px;" alt="GFabien"/> GFabien</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=GFabien" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/pulls?q=is%3Apr+reviewed-by%3AGFabien" title="Reviewed Pull Requests">👀</a> <a href="#ideas-GFabien" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/GReguig"><img src="https://avatars1.githubusercontent.com/u/11228281?v=4?s=100" width="100px;" alt="G.Reguig"/> G.Reguig</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=GReguig" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/nwschurink"><img src="https://avatars3.githubusercontent.com/u/12720130?v=4?s=100" width="100px;" alt="Niels Schurink"/> Niels Schurink</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=nwschurink" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/ibrhad/ "><img src="https://avatars3.githubusercontent.com/u/18015788?v=4?s=100" width="100px;" alt="Ibrahim Hadzic"/> Ibrahim Hadzic</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aibro45" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/ReubenDo"><img src="https://avatars1.githubusercontent.com/u/17268715?v=4?s=100" width="100px;" alt="ReubenDo"/> ReubenDo</a> <a href="#ideas-ReubenDo" title="Ideas, Planning, & Feedback">🤔</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="http://julianklug.com"><img src="https://avatars0.githubusercontent.com/u/8020367?v=4?s=100" width="100px;" alt="Julian Klug"/> Julian Klug</a> <a href="#ideas-MonsieurWave" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/dvolgyes"><img src="https://avatars1.githubusercontent.com/u/425560?v=4?s=100" width="100px;" alt="David Völgyes"/> David Völgyes</a> <a href="#ideas-dvolgyes" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=dvolgyes" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/jfillionr/"><img src="https://avatars0.githubusercontent.com/u/219043?v=4?s=100" width="100px;" alt="Jean-Christophe Fillion-Robin"/> Jean-Christophe Fillion-Robin</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=jcfr" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://surajpai.tech"><img src="https://avatars1.githubusercontent.com/u/10467804?v=4?s=100" width="100px;" alt="Suraj Pai"/> Suraj Pai</a> <a href="#ideas-surajpaib" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/bcdarwin"><img src="https://avatars2.githubusercontent.com/u/164148?v=4?s=100" width="100px;" alt="Ben Darwin"/> Ben Darwin</a> <a href="#ideas-bcdarwin" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/OeslleLucena"><img src="https://avatars0.githubusercontent.com/u/19919194?v=4?s=100" width="100px;" alt="Oeslle Lucena"/> Oeslle Lucena</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AOeslleLucena" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://www.soumick.com"><img src="https://avatars0.githubusercontent.com/u/20525305?v=4?s=100" width="100px;" alt="Soumick Chatterjee"/> Soumick Chatterjee</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=soumickmj" title="Code">💻</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/neuronflow"><img src="https://avatars1.githubusercontent.com/u/7048826?v=4?s=100" width="100px;" alt="neuronflow"/> neuronflow</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=neuronflow" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/jwitos"><img src="https://avatars2.githubusercontent.com/u/948674?v=4?s=100" width="100px;" alt="Jan Witowski"/> Jan Witowski</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=jwitos" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/dmus"><img src="https://avatars1.githubusercontent.com/u/464378?v=4?s=100" width="100px;" alt="Derk Mus"/> Derk Mus</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=dmus" title="Documentation">📖</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=dmus" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Admus" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://www.linkedin.com/in/che85"><img src="https://avatars2.githubusercontent.com/u/10195822?v=4?s=100" width="100px;" alt="Christian Herz"/> Christian Herz</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ache85" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/efirdc"><img src="https://avatars3.githubusercontent.com/u/5416313?v=4?s=100" width="100px;" alt="Cory Efird"/> Cory Efird</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=efirdc" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aefirdc" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/estebvac"><img src="https://avatars.githubusercontent.com/u/21016728?v=4?s=100" width="100px;" alt="Esteban Vaca C."/> Esteban Vaca C.</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aestebvac" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://stackoverflow.com/users/3250829/rayryeng?tab=profile"><img src="https://avatars.githubusercontent.com/u/765375?v=4?s=100" width="100px;" alt="Ray Phan"/> Ray Phan</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Arayryeng" title="Bug reports">🐛</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Linardos"><img src="https://avatars.githubusercontent.com/u/26694607?v=4?s=100" width="100px;" alt="Akis Linardos"/> Akis Linardos</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3ALinardos" title="Bug reports">🐛</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=Linardos" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://nina.brown.15@ucl.ac.uk"><img src="https://avatars.githubusercontent.com/u/56116848?v=4?s=100" width="100px;" alt="Nina Montana-Brown"/> Nina Montana-Brown</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=NMontanaBrown" title="Documentation">📖</a> <a href="#infra-NMontanaBrown" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/fabien-brulport"><img src="https://avatars.githubusercontent.com/u/32873392?v=4?s=100" width="100px;" alt="fabien-brulport"/> fabien-brulport</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Afabien-brulport" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/malteekj"><img src="https://avatars.githubusercontent.com/u/44469884?v=4?s=100" width="100px;" alt="malteekj"/> malteekj</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Amalteekj" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/diazandr3s"><img src="https://avatars.githubusercontent.com/u/11991079?v=4?s=100" width="100px;" alt="Andres Diaz-Pinto"/> Andres Diaz-Pinto</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Adiazandr3s" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://www.cbica.upenn.edu/spati"><img src="https://avatars.githubusercontent.com/u/11719673?v=4?s=100" width="100px;" alt="Sarthak Pati"/> Sarthak Pati</a> <a href="#platform-sarthakpati" title="Packaging/porting to new platform">📦</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=sarthakpati" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/GabriellaKamlish"><img src="https://avatars.githubusercontent.com/u/26881445?v=4?s=100" width="100px;" alt="GabriellaKamlish"/> GabriellaKamlish</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AGabriellaKamlish" title="Bug reports">🐛</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/TylerSpears"><img src="https://avatars.githubusercontent.com/u/7096950?v=4?s=100" width="100px;" alt="Tyler Spears"/> Tyler Spears</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3ATylerSpears" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://dagut.ru"><img src="https://avatars.githubusercontent.com/u/7759336?v=4?s=100" width="100px;" alt="DaGuT"/> DaGuT</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=DaGuT" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/hsiangyuzhao"><img src="https://avatars.githubusercontent.com/u/53631393?v=4?s=100" width="100px;" alt="Xiangyu Zhao"/> Xiangyu Zhao</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ahsiangyuzhao" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://siahuat0727.github.io"><img src="https://avatars.githubusercontent.com/u/17688111?v=4?s=100" width="100px;" alt="siahuat0727"/> siahuat0727</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=siahuat0727" title="Documentation">📖</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Asiahuat0727" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Svdvoort"><img src="https://avatars.githubusercontent.com/u/23049683?v=4?s=100" width="100px;" alt="Svdvoort"/> Svdvoort</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=Svdvoort" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/alban-steff-260ab715b/"><img src="https://avatars.githubusercontent.com/u/59876036?v=4?s=100" width="100px;" alt="Albans98"/> Albans98</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=Albans98" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://mattwarkentin.github.io/"><img src="https://avatars.githubusercontent.com/u/27825069?v=4?s=100" width="100px;" alt="Matthew T. Warkentin"/> Matthew T. Warkentin</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=mattwarkentin" title="Code">💻</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/glupol"><img src="https://avatars.githubusercontent.com/u/57905234?v=4?s=100" width="100px;" alt="glupol"/> glupol</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aglupol" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/ramonemiliani93"><img src="https://avatars.githubusercontent.com/u/14314888?v=4?s=100" width="100px;" alt="ramonemiliani93"/> ramonemiliani93</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=ramonemiliani93" title="Documentation">📖</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aramonemiliani93" title="Bug reports">🐛</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=ramonemiliani93" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/justusschock"><img src="https://avatars.githubusercontent.com/u/12886177?v=4?s=100" width="100px;" alt="Justus Schock"/> Justus Schock</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=justusschock" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ajustusschock" title="Bug reports">🐛</a> <a href="#ideas-justusschock" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/TorchIO-project/torchio/pulls?q=is%3Apr+reviewed-by%3Ajustusschock" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/cepa995"><img src="https://avatars.githubusercontent.com/u/67524891?v=4?s=100" width="100px;" alt="Stefan Milorad Radonjić"/> Stefan Milorad Radonjić</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Acepa995" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/srg9000"><img src="https://avatars.githubusercontent.com/u/26834833?v=4?s=100" width="100px;" alt="Sajan Gohil"/> Sajan Gohil</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Asrg9000" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://bandism.net/"><img src="https://avatars.githubusercontent.com/u/22633385?v=4?s=100" width="100px;" alt="Ikko Ashimine"/> Ikko Ashimine</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=eltociear" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/laynr"><img src="https://avatars.githubusercontent.com/u/775607?v=4?s=100" width="100px;" alt="laynr"/> laynr</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=laynr" title="Documentation">📖</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/omarespejel"><img src="https://avatars.githubusercontent.com/u/4755430?v=4?s=100" width="100px;" alt="Omar U. Espejel"/> Omar U. Espejel</a> <a href="#audio-omarespejel" title="Audio">🔊</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/jamesobutler"><img src="https://avatars.githubusercontent.com/u/15837524?v=4?s=100" width="100px;" alt="James Butler"/> James Butler</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ajamesobutler" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/res191"><img src="https://avatars.githubusercontent.com/u/6549034?v=4?s=100" width="100px;" alt="res191"/> res191</a> <a href="#fundingFinding-res191" title="Funding Finding">🔍</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/nengwp"><img src="https://avatars.githubusercontent.com/u/44516353?v=4?s=100" width="100px;" alt="nengwp"/> nengwp</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Anengwp" title="Bug reports">🐛</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=nengwp" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/susanveraclarke"><img src="https://avatars.githubusercontent.com/u/93313094?v=4?s=100" width="100px;" alt="susanveraclarke"/> susanveraclarke</a> <a href="#design-susanveraclarke" title="Design">🎨</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://nepersica.tistory.com"><img src="https://avatars.githubusercontent.com/u/45097022?v=4?s=100" width="100px;" alt="nepersica"/> nepersica</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Anepersica" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://spenhouet.com"><img src="https://avatars.githubusercontent.com/u/7819068?v=4?s=100" width="100px;" alt="Sebastian Penhouet"/> Sebastian Penhouet</a> <a href="#ideas-Spenhouet" title="Ideas, Planning, & Feedback">🤔</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Bigsealion"><img src="https://avatars.githubusercontent.com/u/23148550?v=4?s=100" width="100px;" alt="Bigsealion"/> Bigsealion</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3ABigsealion" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://www.kitware.com/dzenan-zukic/"><img src="https://avatars.githubusercontent.com/u/1792121?v=4?s=100" width="100px;" alt="Dženan Zukić"/> Dženan Zukić</a> <a href="https://github.com/TorchIO-project/torchio/pulls?q=is%3Apr+reviewed-by%3Adzenanz" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/vasl12"><img src="https://avatars.githubusercontent.com/u/15161465?v=4?s=100" width="100px;" alt="vasl12"/> vasl12</a> <a href="#tutorial-vasl12" title="Tutorials">✅</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Avasl12" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://perso.telecom-bretagne.eu/francoisrousseau"><img src="https://avatars.githubusercontent.com/u/398895?v=4?s=100" width="100px;" alt="François Rousseau"/> François Rousseau</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Arousseau" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/snavalm"><img src="https://avatars.githubusercontent.com/u/35732360?v=4?s=100" width="100px;" alt="snavalm"/> snavalm</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=snavalm" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://jcreinhold.com"><img src="https://avatars.githubusercontent.com/u/5241441?v=4?s=100" width="100px;" alt="Jacob Reinhold"/> Jacob Reinhold</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=jcreinhold" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Hsuxu"><img src="https://avatars.githubusercontent.com/u/15630477?v=4?s=100" width="100px;" alt="Hsu"/> Hsu</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AHsuxu" title="Bug reports">🐛</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/snipdome"><img src="https://avatars.githubusercontent.com/u/72035308?v=4?s=100" width="100px;" alt="snipdome"/> snipdome</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Asnipdome" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/iamSmallY"><img src="https://avatars.githubusercontent.com/u/45689960?v=4?s=100" width="100px;" alt="SmallY"/> SmallY</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AiamSmallY" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/guigautier"><img src="https://avatars.githubusercontent.com/u/45590481?v=4?s=100" width="100px;" alt="guigautier"/> guigautier</a> <a href="#ideas-guigautier" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/AyedSamy"><img src="https://avatars.githubusercontent.com/u/55320208?v=4?s=100" width="100px;" alt="AyedSamy"/> AyedSamy</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AAyedSamy" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://delanover.com"><img src="https://avatars.githubusercontent.com/u/3540650?v=4?s=100" width="100px;" alt="J. Miguel Valverde"/> J. Miguel Valverde</a> <a href="#ideas-jmlipman" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=jmlipman" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ajmlipman" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://josegcpa.github.io"><img src="https://avatars.githubusercontent.com/u/40271262?v=4?s=100" width="100px;" alt="José Guilherme Almeida"/> José Guilherme Almeida</a> <a href="#ideas-josegcpa" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/saikhu"><img src="https://avatars.githubusercontent.com/u/24922057?v=4?s=100" width="100px;" alt="Asim Usman"/> Asim Usman</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Asaikhu" title="Bug reports">🐛</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/cbri92"><img src="https://avatars.githubusercontent.com/u/70302171?v=4?s=100" width="100px;" alt="cbri92"/> cbri92</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Acbri92" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/iimog"><img src="https://avatars.githubusercontent.com/u/7403236?v=4?s=100" width="100px;" alt="Markus J. Ankenbrand"/> Markus J. Ankenbrand</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aiimog" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://yanivresearch.info/"><img src="https://avatars.githubusercontent.com/u/338645?v=4?s=100" width="100px;" alt="Ziv Yaniv"/> Ziv Yaniv</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=zivy" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/LucaLumetti"><img src="https://avatars.githubusercontent.com/u/7543386?v=4?s=100" width="100px;" alt="Luca Lumetti"/> Luca Lumetti</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=LucaLumetti" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=LucaLumetti" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/chagelo"><img src="https://avatars.githubusercontent.com/u/49865033?v=4?s=100" width="100px;" alt="chagelo"/> chagelo</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Achagelo" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/mueller-franzes"><img src="https://avatars.githubusercontent.com/u/56117447?v=4?s=100" width="100px;" alt="mueller-franzes"/> mueller-franzes</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=mueller-franzes" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Amueller-franzes" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/wahabk"><img src="https://avatars.githubusercontent.com/u/43846328?v=4?s=100" width="100px;" alt="Abdelwahab Kawafi"/> Abdelwahab Kawafi</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Awahabk" title="Bug reports">🐛</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="http://arthurmasson.xyz"><img src="https://avatars.githubusercontent.com/u/1814799?v=4?s=100" width="100px;" alt="Arthur Masson"/> Arthur Masson</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aarthursw" title="Bug reports">🐛</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=arthursw" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/hsyang1222"><img src="https://avatars.githubusercontent.com/u/79962117?v=4?s=100" width="100px;" alt="양현식"/> 양현식</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=hsyang1222" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/nicoloesch"><img src="https://avatars.githubusercontent.com/u/70891565?v=4?s=100" width="100px;" alt="nicoloesch"/> nicoloesch</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=nicoloesch" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Anicoloesch" title="Bug reports">🐛</a> <a href="#design-nicoloesch" title="Design">🎨</a> <a href="#maintenance-nicoloesch" title="Maintenance">🚧</a> <a href="#question-nicoloesch" title="Answering Questions">💬</a> <a href="https://github.com/TorchIO-project/torchio/pulls?q=is%3Apr+reviewed-by%3Anicoloesch" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/vedal"><img src="https://avatars.githubusercontent.com/u/22004000?v=4?s=100" width="100px;" alt="Amund Vedal"/> Amund Vedal</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=vedal" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/alabamagan"><img src="https://avatars.githubusercontent.com/u/11690091?v=4?s=100" width="100px;" alt="Alabamagan"/> Alabamagan</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aalabamagan" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/sbdoherty"><img src="https://avatars.githubusercontent.com/u/46537211?v=4?s=100" width="100px;" alt="sbdoherty"/> sbdoherty</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=sbdoherty" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Zhack47"><img src="https://avatars.githubusercontent.com/u/54006084?v=4?s=100" width="100px;" alt="Zhack47"/> Zhack47</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AZhack47" title="Bug reports">🐛</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/blakedewey"><img src="https://avatars.githubusercontent.com/u/4713571?v=4?s=100" width="100px;" alt="Blake Dewey"/> Blake Dewey</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=blakedewey" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/haughty-yeon"><img src="https://avatars.githubusercontent.com/u/84639487?v=4?s=100" width="100px;" alt="Doyeon Kim"/> Doyeon Kim</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ahaughty-yeon" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/KonoMaxi"><img src="https://avatars.githubusercontent.com/u/13138999?v=4?s=100" width="100px;" alt="KonoMaxi"/> KonoMaxi</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AKonoMaxi" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://www.etsmtl.ca"><img src="https://avatars.githubusercontent.com/u/1707237?v=4?s=100" width="100px;" alt="Laurent Chauvin"/> Laurent Chauvin</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Alchauvin" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://christianhinge.com"><img src="https://avatars.githubusercontent.com/u/17361630?v=4?s=100" width="100px;" alt="Christian Hinge"/> Christian Hinge</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AChristianHinge" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/zzz123xyz"><img src="https://avatars.githubusercontent.com/u/2671968?v=4?s=100" width="100px;" alt="zzz123xyz"/> zzz123xyz</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Azzz123xyz" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://aminalam.info"><img src="https://avatars.githubusercontent.com/u/50844047?v=4?s=100" width="100px;" alt="Amin Alam"/> Amin Alam</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=AminAlam" title="Documentation">📖</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/marius-sm"><img src="https://avatars.githubusercontent.com/u/40166021?v=4?s=100" width="100px;" alt="marius-sm"/> marius-sm</a> <a href="#ideas-marius-sm" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/haarisr"><img src="https://avatars.githubusercontent.com/u/122410226?v=4?s=100" width="100px;" alt="haarisr"/> haarisr</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=haarisr" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/c-winder"><img src="https://avatars.githubusercontent.com/u/50587864?v=4?s=100" width="100px;" alt="Chris Winder"/> Chris Winder</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ac-winder" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/ricky-walsh/"><img src="https://avatars.githubusercontent.com/u/70853488?v=4?s=100" width="100px;" alt="Ricky Walsh"/> Ricky Walsh</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=rickymwalsh" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/sravan953"><img src="https://avatars.githubusercontent.com/u/6049061?v=4?s=100" width="100px;" alt="Keerthi Sravan Ravi"/> Keerthi Sravan Ravi</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Asravan953" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/RJacobArthrex"><img src="https://avatars.githubusercontent.com/u/144900466?v=4?s=100" width="100px;" alt="Rahul Kurian Jacob"/> Rahul Kurian Jacob</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=RJacobArthrex" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://ethan.roo.ke"><img src="https://avatars.githubusercontent.com/u/46689793?v=4?s=100" width="100px;" alt="Ethan Rooke"/> Ethan Rooke</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=erooke" title="Documentation">📖</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/mrdkucher"><img src="https://avatars.githubusercontent.com/u/13631603?v=4?s=100" width="100px;" alt="David Kucher"/> David Kucher</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=mrdkucher" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/StijnvWijn"><img src="https://avatars.githubusercontent.com/u/78531113?v=4?s=100" width="100px;" alt="StijnvWijn"/> StijnvWijn</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=StijnvWijn" title="Code">💻</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AStijnvWijn" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://toufiqmusah.github.io/toufiqmusah/"><img src="https://avatars.githubusercontent.com/u/92761339?v=4?s=100" width="100px;" alt="Toufiq"/> Toufiq</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=toufiqmusah" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/bcrobo"><img src="https://avatars.githubusercontent.com/u/28488814?v=4?s=100" width="100px;" alt="bcrobo"/> bcrobo</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Abcrobo" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/emmanuel-ferdman"><img src="https://avatars.githubusercontent.com/u/35470921?v=4?s=100" width="100px;" alt="Emmanuel Ferdman"/> Emmanuel Ferdman</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Aemmanuel-ferdman" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/AndersDHenriksen"><img src="https://avatars.githubusercontent.com/u/14275017?v=4?s=100" width="100px;" alt="Anders Dahl Henriksen"/> Anders Dahl Henriksen</a> <a href="#maintenance-AndersDHenriksen" title="Maintenance">🚧</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://e-pet.github.io/"><img src="https://avatars.githubusercontent.com/u/1774207?v=4?s=100" width="100px;" alt="Eike Petersen"/> Eike Petersen</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Ae-pet" title="Bug reports">🐛</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/gaoflow"><img src="https://avatars.githubusercontent.com/u/3355843?v=4?s=100" width="100px;" alt="Vincent Gao"/> Vincent Gao</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3Agaoflow" title="Bug reports">🐛</a> <a href="https://github.com/TorchIO-project/torchio/commits?author=gaoflow" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jessy-Ding"><img src="https://avatars.githubusercontent.com/u/89423283?v=4?s=100" width="100px;" alt="Mengyuan Ding"/> Mengyuan Ding</a> <a href="https://github.com/TorchIO-project/torchio/issues?q=author%3AJessy-Ding" title="Bug reports">🐛</a></td>
 </tr>
 </tbody>
</table>

This project follows the
[all-contributors](https://github.com/all-contributors/all-contributors)
specification. Contributions of any kind welcome!

torchio

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# Installation Guide

2. Python

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torchio

File Explorer

# Installation Guide

2. Python

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Recent Feedback

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