salimkanoun / DeepOncology

Deep Learning tools for automatic segmentation of medical images

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DeepOncology

This provides some deep Learning tools for automatic segmentation of 3D medical images (PET & CT scan), automatic classification of acquisition field of 2D images (from CT scan) and automatic prediction of survival from 3D medical images and patient's data.

Models

Model used for segmentation is V-Net.
Model used for classification is a simply CNN.

Segmentation of tumour on PET/CT scan

Results :

photo

About

Deep Learning tools for automatic segmentation of medical images

License:GNU General Public License v3.0


Languages

Language:Python 85.3%Language:Jupyter Notebook 14.7%