Model module
=================

`Source code <https://gitlab.com/dunloplab/delta/-/blob/master/delta/model.py>`_ | 
:doc:`API <../_generated/delta.model>` 

This module contains the declaration of the U-Nets in Keras / Tensorflow as
well as the loss functions we used to train them. See our publications for 
descriptions of the models and losses.

| For the seminal paper describing the structure of the U-Net models:
| `Ronneberger, Olaf, Philipp Fischer, and Thomas Brox. "U-net: Convolutional networks for biomedical image segmentation." International Conference on Medical image computing and computer-assisted intervention. 2015 <https://link.springer.com/chapter/10.1007/978-3-319-24574-4_28>`_

| Original implementation of U-Net in Tensorflow / Keras:
| `<https://github.com/zhixuhao/unet/blob/master/model.py>`_