Benjamin Gutierrez Becker

 benjamin

About me.

I am a Postdoctoral Research. I have previously done my PhD studies at the Chair of Computer Aided Procedures under the supervision of Nassir Navab. My main research topics are focused on the application of Machine Learning techniques for the analysis and processing of medical images.

Research Interests.

  • Machine Learning for Medical Image Processing
  • Reinforcement Learning applied to Dataset Optimization
  • Statistical Shape Modelling
  • Age Estimation from MR images

Awards.

  • Student Travel Award MICCAI 2016
  • Young Investigator Award MICCAI 2016
  • Student Travel Award MICCAI 2017

Publications

Gutierrez-Becker, Benjamin; Peter, Loic; Klein, Tassilo; Wachinger, Christian

A Multi-Armed Bandit to Smartly Select a Training Set from Big Medical Data Conference

Proceedings of MICCAI 2017, Elsevier, 2017.

Links | BibTeX

Gutierrez-Becker, Benjamin ; Mateus, Diana ; Peter, Loic ; Navab, Nassir

Guiding Multimodal Registration with Learned Optimization Updates Journal Article

Medical Image Analysis, 2017.

Links | BibTeX

Riva, Marco ; Hennersperger, Christoph ; Milletari, Fausto ; Katouzian, Amin ; Pessina, Federico ; Gutierrez-Becker, Benjamin ; Castellano, Antonella ; Navab, Nassir ; Bello, Lorenzo

3D intra-operative ultrasound and MR image guidance: pursuing an ultrasound-based management of brainshift to enhance neuronavigation Journal Article

International Journal of Computer Assisted Radiology and Surgery, pp. 1–15, 2017.

BibTeX

Dubost, Florian ; Peter, Loic ; Rupprecht, Christian ; Gutierrez-Becker, Benjamin ; Navab, Nassir

Hands-Free Segmentation of Medical Volumes via Binary Inputs Proceeding

Springer International Publishing 2016.

Links | BibTeX

Gutierrez-Becker, Benjamin ; Mateus, Diana ; Peter, Loic ; Navab, Nassir

Learning Optimization Updates for Multimodal Registration Proceeding

Springer 2016.

Links | BibTeX

Simonovsky, Martin; Gutierrez-Becker, Benjamin; Mateus, Diana; Navab, Nassir; Komodakis, Nikos

A Deep Metric for Multimodal Registration Proceeding

Springer 2016.

Links | BibTeX

Gutierrez-Becker, Benjamin ; Mateus, Diana ; Shiban, Ehab ; Meyer, Bernhard ; Lehmberg, Jens ; Navab, Nassir

A sparse approach to build shape models with routine clinical data Proceeding

IEEE 2014.

BibTeX

Gutierrez-Becker, Benjamin ; Cosio, Fernando Arambula ; Huerta, Mario Guzman E; Benavides-Serralde, Jesus Andres ; Camargo-Marin, Lisbeth ; journal={Medical biological engineering computing Medina Banuelos, Veronica} & &

Automatic segmentation of the fetal cerebellum on ultrasound volumes, using a 3D statistical shape model Journal Article

51 (9), pp. 1021–1030, 2013.

BibTeX

Gutierrez-Becker, Benjamin; Arambula, Fernando; Guzman, Mario; Benavides, Jesus

Automatic segmentation of the cerebellum of fetuses on 3D ultrasound images, using a 3D Point Distribution Model Proceeding

IEEE 2010.

BibTeX