26 citations · 54 across the 8 of their papers we have counts for
4 papers · 2 filters
Deep Shape Analysis on Abdominal Organs for Diabetes Prediction
Benjamin Gutierrez-Becker, Sergios Gatidis, Daniel Gutmann +3
Morphological analysis of organs based on images is a key task in medical imaging computing. Several approaches have been proposed for the quantitative assessment of morphological…
Deep Multi-Structural Shape Analysis: Application to Neuroanatomy
Benjamin Gutierrez-Becker, Christian Wachinger
We propose a deep neural network for supervised learning on neuroanatomical shapes. The network directly operates on raw point clouds without the need for mesh processing or the id…
Detect, Quantify, and Incorporate Dataset Bias: A Neuroimaging Analysis on 12,207 Individuals
Christian Wachinger, Benjamin Gutierrez Becker, Anna Rieckmann
Neuroimaging datasets keep growing in size to address increasingly complex medical questions. However, even the largest datasets today alone are too small for training complex mode…
Gaussian Process Uncertainty in Age Estimation as a Measure of Brain Abnormality
Benjamin Gutierrez Becker, Tassilo Klein, Christian Wachinger
Multivariate regression models for age estimation are a powerful tool for assessing abnormal brain morphology associated to neuropathology. Age prediction models are built on cohor…