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18 changes: 16 additions & 2 deletions README.md
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![Stage](https://www.repostatus.org/badges/latest/wip.svg)
![Test Install](https://github.com/Nelson-Gon/cytounet/workflows/Test%20Install/badge.svg)
![Travis Build](https://travis-ci.com/Nelson-Gon/cytounet.svg?branch=master)
[![PyPI version fury.io](https://badge.fury.io/cytounet.svg)](https://pypi.python.org/pypi/cytounet/)
[![PyPI license](https://img.shields.io/pypi/l/cytounet.svg)](https://pypi.python.org/pypi/cytounet/)
[![PyPI download Month](https://img.shields.io/pypi/dm/cytounet.svg)](https://pypi.python.org/pypi/cytounet/)
[![PyPI download week](https://img.shields.io/pypi/dw/cytounet.svg)](https://pypi.python.org/pypi/cytounet/)
[![PyPI download day](https://img.shields.io/pypi/dd/pyautocv.svg)](https://pypi.python.org/pypi/cytounet/)
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[![license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/Nelson-Gon/cytounet/blob/master/LICENSE)


---


**Installation**

From `PyPI`:

```
pip install cytounet
```


To install:
From source or to use without installing locally:

```
git clone https://github.com/Nelson-Gon/cytounet.git
# proceed with usual source build procedure
```

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91 changes: 64 additions & 27 deletions README.rst
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:alt: Stage


.. image:: https://github.com/Nelson-Gon/unet/workflows/Test%20Install/badge.svg
:target: https://github.com/Nelson-Gon/unet/workflows/Test%20Install/badge.svg
.. image:: https://github.com/Nelson-Gon/cytounet/workflows/Test%20Install/badge.svg
:target: https://github.com/Nelson-Gon/cytounet/workflows/Test%20Install/badge.svg
:alt: Test Install


.. image:: https://travis-ci.com/Nelson-Gon/unet.svg?branch=master
:target: https://travis-ci.com/Nelson-Gon/unet.svg?branch=master
.. image:: https://travis-ci.com/Nelson-Gon/cytounet.svg?branch=master
:target: https://travis-ci.com/Nelson-Gon/cytounet.svg?branch=master
:alt: Travis Build


.. image:: https://badge.fury.io/cytounet.svg
:target: https://pypi.python.org/pypi/cytounet/
:alt: PyPI version fury.io


.. image:: https://img.shields.io/pypi/l/cytounet.svg
:target: https://pypi.python.org/pypi/cytounet/
:alt: PyPI license


.. image:: https://img.shields.io/pypi/dm/cytounet.svg
:target: https://pypi.python.org/pypi/cytounet/
:alt: PyPI download Month


.. image:: https://img.shields.io/pypi/dw/cytounet.svg
:target: https://pypi.python.org/pypi/cytounet/
:alt: PyPI download week


.. image:: https://img.shields.io/pypi/dd/pyautocv.svg
:target: https://pypi.python.org/pypi/cytounet/
:alt: PyPI download day


.. image:: https://img.shields.io/badge/Maintained%3F-yes-green.svg
:target: https://GitHub.com/Nelson-Gon/unet/graphs/commit-activity
:target: https://GitHub.com/Nelson-Gon/cytounet/graphs/commit-activity
:alt: Maintenance


.. image:: https://img.shields.io/github/last-commit/Nelson-Gon/unet.svg
:target: https://github.com/Nelson-Gon/unet/commits/master
.. image:: https://img.shields.io/github/last-commit/Nelson-Gon/cytounet.svg
:target: https://github.com/Nelson-Gon/cytounet/commits/master
:alt: GitHub last commit


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:alt: made-with-python


.. image:: https://img.shields.io/github/issues/Nelson-Gon/unet.svg
:target: https://GitHub.com/Nelson-Gon/unet/issues/
.. image:: https://img.shields.io/github/issues/Nelson-Gon/cytounet.svg
:target: https://GitHub.com/Nelson-Gon/cytounet/issues/
:alt: GitHub issues


.. image:: https://img.shields.io/github/issues-closed/Nelson-Gon/unet.svg
:target: https://GitHub.com/Nelson-Gon/unet/issues?q=is%3Aissue+is%3Aclosed
.. image:: https://img.shields.io/github/issues-closed/Nelson-Gon/cytounet.svg
:target: https://GitHub.com/Nelson-Gon/cytounet/issues?q=is%3Aissue+is%3Aclosed
:alt: GitHub issues-closed


.. image:: https://img.shields.io/badge/license-MIT-blue.svg
:target: https://github.com/Nelson-Gon/pyautocv/blob/master/LICENSE
:alt: license


----

**Installation**

To install:
From ``PyPI``\ :

.. code-block::
pip install cytounet
From source or to use without installing locally:

.. code-block::
git clone https://github.com/Nelson-Gon/unet.git
git clone https://github.com/Nelson-Gon/cytounet.git
# proceed with usual source build procedure
Or:

.. code-block:: python
pip install git+https://github.com/Nelson-Gon/unet.git
pip install git+https://github.com/Nelson-Gon/cytounet.git
**Import**

.. code-block:: python
from cytounet.model import *
from cytounet.data import *
from cytounet.augmentation import *
**Sample Usage**
**Detailed Sample Usage**

Please see the following examples:


*
Typical Pipeline available `here <https://github.com/Nelson-Gon/unet/blob/master/examples/example_usage.ipynb>`_
Typical Pipeline available `here <https://github.com/Nelson-Gon/cytounet/blob/master/examples/example_usage.ipynb>`_

*
A biological example showing segmentation of DIC images of embryos available `here <https://github.com/Nelson-Gon/unet/blob/master/examples/embryos.ipynb>`_
A biological example showing segmentation of DIC images of embryos available `here <https://github.com/Nelson-Gon/cytounet/blob/master/examples/embryos.ipynb>`_

For more examples or to add your own, please see the
examples `folder <https://github.com/Nelson-Gon/unet/blob/master/examples>`_.
examples `folder <https://github.com/Nelson-Gon/cytounet/blob/master/examples>`_.

**Is it supported?**

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**To raise an issue or question**

Please raise an issue `here <https://github.com/Nelson-Gon/unet/issues>`_ if you have any discussion, criticism,
Please raise an issue `here <https://github.com/Nelson-Gon/cytounet/issues>`_ if you have any discussion, criticism,

or bug reports.

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*
Mouse Embryos `Dataset obtained <https://github.com/Nelson-Gon/unet/tree/master/examples/BBBC003_v1>`_ from Broad Bioimage Benchmark Collection.
Mouse Embryos `Dataset obtained <https://github.com/Nelson-Gon/cytounet/tree/master/examples/BBBC003_v1>`_ from Broad Bioimage Benchmark Collection.
`Source <https://data.broadinstitute.org/bbbc/BBBC003/>`_.

*
Red Blood Cell `Images <https://github.com/Nelson-Gon/unet/tree/master/examples/BBBC009_v1>`_ provided by Anne
Red Blood Cell `Images <https://github.com/Nelson-Gon/cytounet/tree/master/examples/BBBC009_v1>`_ provided by Anne
Carpenter and Roger Wiegand, available `here <https://data.broadinstitute.org/bbbc/BBBC009/>`_

**Credits**
Expand All @@ -138,7 +175,7 @@ to distribute it separately.

This decision was taken in part due to the relative inactivity of the original implementation which would have made
it harder to collaborate. Please take a look at the list of changes from the original implementation
`here <https://github.com/Nelson-Gon/unet/blob/master/changelog.md>`_.
`here <https://github.com/Nelson-Gon/cytounet/blob/master/changelog.md>`_.


* The Unet algorithm was introduced by Ronneberger et al. in their `paper <http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/>`_.
4 changes: 4 additions & 0 deletions changelog.md
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# cytounet's changelog.

* Release 0.1.0

---

* Renamed repository to `cytounet` to reflect the havy focus on biological images.

* Initiated support for validation via `validGenerator`.
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2 changes: 1 addition & 1 deletion setup.py
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version="0.1.0",
description='A Keras-Tensorflow based Unet for Cyto Image Segmentation',
url="http://www.github.com/Nelson-Gon/cytounet",
download_url=None,
download_url="https://github.com/Nelson-Gon/cytounet/archive/v0.1.0.zip",
author='Nelson Gonzabato',
author_email='gonzabato@hotmail.com',
license='MIT',
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