28 citations · 47 across the 8 of their papers we have counts for
3 papers · 1 filter
Latent Space Analysis of VAE and Intro-VAE applied to 3-dimensional MR Brain Volumes of Multiple Sclerosis, Leukoencephalopathy, and Healthy Patients
Christopher Vogelsanger, Christian Federau
Multiple Sclerosis (MS) and microvascular leukoencephalopathy are two distinct neurological conditions, the first caused by focal autoimmune inflammation in the central nervous sys…
Image Translation for Medical Image Generation -- Ischemic Stroke Lesions
Moritz Platscher, Jonathan Zopes, Christian Federau
Deep learning based disease detection and segmentation algorithms promise to improve many clinical processes. However, such algorithms require vast amounts of annotated training da…
Multi-modal segmentation of 3D brain scans using neural networks
Jonathan Zopes, Moritz Platscher, Silvio Paganucci +1
Purpose: To implement a brain segmentation pipeline based on convolutional neural networks, which rapidly segments 3D volumes into 27 anatomical structures. To provide an extensive…