Deep Learning Method for Estimation of Morphological Parameters Based on CT Scans.

Journal: Studies in health technology and informatics
Published Date:

Abstract

In this study, we propose a Convolutional Neural Network (CNN) with an assembly of non-linear fully connected layers for estimating body height and weight using a limited amount of data. This method can predict the parameters within acceptable clinical limits for most of the cases even when trained with limited data.

Authors

  • Rajarajeswari Ganesan
    Eindhoven University of Technology, The Netherlands.
  • Antonino A La Mattina
    Alma Mater Studiorum - University of Bologna, Italy.
  • Frans N van de Vosse
  • Wouter Huberts
    Eindhoven University of Technology, The Netherlands.