{ "info": { "author": "Fernando Perez-Garcia", "author_email": "fernando.perezgarcia.17@ucl.ac.uk", "bugtrack_url": null, "classifiers": [ "Intended Audience :: Science/Research", "License :: OSI Approved :: MIT License", "Natural Language :: English", "Operating System :: OS Independent", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.5", "Programming Language :: Python :: 3.6", "Programming Language :: Python :: 3.7" ], "description": "==========\nhighresnet\n==========\n\n\n.. image:: https://img.shields.io/pypi/v/highresnet.svg\n :target: https://pypi.python.org/pypi/highresnet\n\n.. image:: https://img.shields.io/travis/fepegar/highresnet.svg\n :target: https://travis-ci.org/fepegar/highresnet\n\n.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo.3349989.svg\n :target: https://doi.org/10.5281/zenodo.3349989\n\n.. image:: https://readthedocs.org/projects/highresnet/badge/?version=latest\n :target: https://highresnet.readthedocs.io/en/latest/?badge=latest\n :alt: Documentation Status\n\n.. image:: https://pyup.io/repos/github/fepegar/highresnet/shield.svg\n :target: https://pyup.io/repos/github/fepegar/highresnet/\n :alt: Updates\n\n::\n\n $ NII_FILE=`download_oasis`\n $ deepgif $NII_FILE\n\n\n.. image:: https://raw.githubusercontent.com/fepegar/highresnet/master/images/slicer_screenshot.png\n :alt: 3D Slicer screenshot\n\nPyTorch implementation of HighRes3DNet from `Li et al. 2017,\n*On the Compactness, Efficiency, and Representation of\n3D Convolutional Networks: Brain Parcellation as a\nPretext Task* `_.\n\nAll the information about how the weights were ported from NiftyNet can be found\nin `my submission to the MICCAI Educational Challenge\n2019 `_.\n\n\nUsage\n-----\n\nCommand line interface\n^^^^^^^^^^^^^^^^^^^^^^\n\n.. code-block:: shell\n\n (deepgif) $ deepgif t1_mri.nii.gz\n Using cache found in /home/fernando/.cache/torch/hub/fepegar_highresnet_master\n 100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 36/36 [01:13<00:00, 2.05s/it]\n\n\n`PyTorch Hub `_\n^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\nIf you are using `pytorch>=1.1.0`, you can import the model\ndirectly from this repository using\n`PyTorch Hub `_.\n\n.. code-block:: python\n\n >>> import torch\n >>> repo = 'fepegar/highresnet'\n >>> model_name = 'highres3dnet'\n >>> print(torch.hub.help(repo, model_name))\n \"HighRes3DNet by Li et al. 2017 for T1-MRI brain parcellation\"\n \"pretrained (bool): load parameters from pretrained model\"\n >>> model = torch.hub.load(repo, model_name, pretrained=True)\n >>>\n\nInstallation\n------------\n\n1. Create a `conda `_ environment (recommended)\n^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n.. code-block:: shell\n\n ENVNAME=\"gifenv\"\n conda create -n $ENVNAME python -y\n conda activate $ENVNAME\n\n2. 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