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skoudoro committed Oct 4, 2023
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"cell_type": "markdown",
"metadata": {},
"source": [
".. figure:: probabilities.png\n :align: center\n :scale: 120\n\n These are the probability maps of each of the three tissue classes.\n\n.. [Zhang2001] Zhang, Y., Brady, M. and Smith, S. Segmentation of Brain MR\n Images Through a Hidden Markov Random Field Model and the\n Expectation-Maximization Algorithm IEEE Transactions on Medical Imaging,\n 20(1): 45-56, 2001\n\n.. [Avants2011] Avants, B. B., Tustison, N. J., Wu, J., Cook, P. A. and Gee,\n J. C. An open source multivariate framework for n-tissue segmentation with\n evaluation on public data. Neuroinformatics, 9(4): 381-400, 2011.\n\n\n"
"These are the probability maps of each of the three tissue classes.\n\n.. [Zhang2001] Zhang, Y., Brady, M. and Smith, S. Segmentation of Brain MR\n Images Through a Hidden Markov Random Field Model and the\n Expectation-Maximization Algorithm IEEE Transactions on Medical Imaging,\n 20(1): 45-56, 2001\n\n.. [Avants2011] Avants, B. B., Tustison, N. J., Wu, J., Cook, P. A. and Gee,\n J. C. An open source multivariate framework for n-tissue segmentation with\n evaluation on public data. Neuroinformatics, 9(4): 381-400, 2011.\n\n\n"
]
},
{
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plt.show()

###############################################################################
# .. figure:: probabilities.png
# :align: center
# :scale: 120
#
# These are the probability maps of each of the three tissue classes.
#
# .. [Zhang2001] Zhang, Y., Brady, M. and Smith, S. Segmentation of Brain MR
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4 changes: 2 additions & 2 deletions 1.8.0/_sources/devel/index.rst.txt
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.. _development:

DIPY development
================
DIPY Developer Guide
====================

.. toctree::
:maxdepth: 2
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153 changes: 142 additions & 11 deletions 1.8.0/_sources/documentation.rst.txt
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.. _documentation:

Documentation
===============
Diffusion Imaging In Python - Documentation
===========================================

.. container:: index-paragraph

DIPY_ is the paragon 3D/4D+ imaging library in Python. Contains generic methods for
spatial normalization, signal processing, machine learning, statistical analysis
and visualization of medical images. Additionally, it contains
specialized methods for computational anatomy including diffusion,
perfusion and structural imaging.

DIPY is part of the `NiPy ecosystem <https://nipy.org/>`__.


***********
Quick links
***********

.. grid:: 2
:gutter: 3

.. grid-item-card:: :octicon:`rocket` Get started
:link: user_guide/install
:link-type: any

New to DIPY_? Start with our installation guide and DIPY key
concepts.

.. grid-item-card:: :octicon:`image` Tutorials
:link: examples_built/index
:link-type: any

Browse our tutorials gallery.

.. grid-item-card:: :octicon:`image` Recipes
:link: recipes/index
:link-type: any

How to X ? This is a section to provides you quick answer.

.. grid-item-card:: :octicon:`zap` Workflows
:link: interfaces/index
:link-type: any

Not confortable with coding? we have command line interfaces for you.
An easy way to use DIPY_ via a terminal.

.. grid-item-card:: :octicon:`rocket` Theory
:link: theory/index
:link-type: any

Back to the basics. Learn the theory behind the methods implemented in DIPY_.

.. grid-item-card:: :octicon:`tools` Developer Guide
:link: development
:link-type: any

Saw a typo? Found a bug? Want to improve a function? Learn how to
contribute to DIPY_!

.. grid-item-card:: :octicon:`repo` API reference
:link: reference/index
:link-type: any

A detailed description of DIPY public Python API.

.. grid-item-card:: :octicon:`repo` Workflows API reference
:link: reference/index
:link-type: any

A detailed description of all the DIPY workflows command line.

.. grid-item-card:: :octicon:`history` Release notes
:link: stateoftheart
:link-type: any

Upgrading from a previous version? See what's new and changed between
each release of DIPY_.

.. grid-item-card:: :octicon:`comment-discussion` Get help :octicon:`link-external`
:link: https://github.com/dipy/dipy/discussions

Need help with your processing? Ask us and a large
neuroimaging community.


**********
Highlights
**********

**DIPY 1.7.0** is now available. New features include:

- NF: BundleWarp - Streamline-based nonlinear registration method for bundles added.
- NF: DKI+ - Diffusion Kurtosis modeling with advanced constraints added.
- NF: Synb0 - Synthetic b0 creation added using deep learning added.
- NF: New Parallel Transport Tractography (PTT) added.
- NF: Fast Streamline Search algorithm added.
- NF: New denoising methods based on 1D CNN added.
- Handle Asymmetric Spherical Functions.
- Large update of DIPY Horizon features.
- Multiple Workflows updated
- Large codebase cleaning.
- Large documentation update. Integration of Sphinx-Gallery.
- Closed 53 issues and merged 34 pull requests.

See :ref:`Older Highlights <old_highlights>`.

*************
Announcements
*************
- :doc:`DIPY 1.7.0 <release_notes/release1.7>` released April 23, 2023.
- :doc:`DIPY 1.6.0 <release_notes/release1.6>` released January 16, 2023.
- :doc:`DIPY 1.5.0 <release_notes/release1.5>` released March 11, 2022.




See some of our :ref:`Past Announcements <old_news>`

*******
Support
*******

We acknowledge support from the following organizations:

- The department of Intelligent Systems Engineering of Indiana University.

- The National Institute of Biomedical Imaging and Bioengineering, NIH.

- The Gordon and Betty Moore Foundation and the Alfred P. Sloan Foundation, through the
University of Washington eScience Institute Data Science Environment.

- Google supported DIPY through the Google Summer of Code Program during
Summer 2015, 2016 and 2018.

- The International Neuroinformatics Coordination Facility.




.. include:: links_names.inc

.. This tree is helping populate the side navigation panel
.. toctree::
:maxdepth: 2
:hidden:

introduction
mission
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.. Main content will be displayed using the jinja template
..
Indices and tables
==================
* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`

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:orphan:

:html_theme.sidebar_secondary.remove:

.. _examples:


Examples
========

.. toctree::
:maxdepth: 1
.. note::
The examples here are some uses of the analysis and visualization functionality
of DIPY, with example data from actual neuroscience experiments, or with
synthetic data, which is generated as part of the example.

All the examples presented in the documentation are generated from
*fully functioning* python scripts, which are available as part of the
source distribution in the `doc/examples` folder.

If you want to replicate a particular analysis or visualization, simply copy
or download the relevant `.py` script from the source distribution, edit out
the body of the text of the example and alter it to your purpose.

../note_about_examples

.. contents::
:depth: 2
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Below, an overview of all reconstruction models available on DIPY.

Note: Some reconstruction models do not have a tutorial yet
.. note::
Some reconstruction models do not have a tutorial yet

.. include:: ../reconstruction_models_list.rst

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3 changes: 2 additions & 1 deletion 1.8.0/_sources/examples_built/reconstruction/index.rst.txt
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Below, an overview of all reconstruction models available on DIPY.

Note: Some reconstruction models do not have a tutorial yet
.. note::
Some reconstruction models do not have a tutorial yet

.. include:: ../reconstruction_models_list.rst

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