Ignacio Sarasua

About me:

I am a PhD student at AI-Med at Ludwig-Maximilians-Universität in Munich. My research focuses on developing Machine Learning solutions for Medical Imaging and Computer Vision. Previously, I completed my master’s degree on Biomedical Computing at TU München.

E-mail: ignacio [at] ai-med.de

Profiles: LinkedIn

 

 

Research interests:

  • Machine Learning for Medical Imaging
  • Computer Vision applications
  • Generative Adversarial Networks
  • Neuroimaging and Deep Brain Stimulation techniques.

Publications:

Sarasua, Ignacio; Pölsterl, Sebastian; Wachinger, Christian

TransforMesh: A Transformer Network for Longitudinal modeling of Anatomical Meshes Conference

Machine Learning in Medical Imaging (MLMI), 2021.

Abstract | Links | BibTeX

Sarasua, Ignacio; Lee, Jonwong; Wachinger, Christian

Geometric Deep Learning on Anatomical Meshes for the Prediction of Alzheimer's Disease Conference

ISBI: International Symposium on Biomedical Imaging 2021, 2021.

Abstract | Links | BibTeX

Rickmann, Anne-Marie; Roy, Abhijit Guha; Sarasua, Ignacio; Wachinger, Christian

Recalibrating 3D ConvNets with Project & Excite Journal Article

In: IEEE Transactions on Medical Imaging, 2020.

Links | BibTeX

Benjamin ; Sarasua Ignacio ; Wachinger Gutierrez-Becker, Christian

Discriminative and generative models for anatomical shape analysis on point clouds with deep neural networks Journal Article

In: Medical Image Analysis, 67 , pp. 101852, 2020.

Abstract | Links | BibTeX

Sarasua, Ignacio; Poelsterl, Sebastian; Wachinger, Christian

Recalibration of Neural Networks for Point Cloud Analysis Inproceedings

In: 3DV, 2020.

Abstract | Links | BibTeX

Pölsterl, Sebastian; Gutiérrez-Becker, Benjamı́n; Sarasua, Ignacio; Roy, Abhijit Guha; Wachinger, Christian

An AutoML Approach for the Prediction of Fluid Intelligence from MRI-Derived Features Inproceedings

In: Adolescent Brain Cognitive Development Neurocognitive Prediction Challenge (ABCD-NP-Challenge), 2019.

Abstract | Links | BibTeX

Pölsterl, Sebastian; Gutiérrez-Becker, Benjamı́n; Sarasua, Ignacio; Roy, Abhijit Guha; Wachinger, Christian

Prediction of Fluid Intelligence from T1-Weighted Magnetic Resonance Images Inproceedings

In: Adolescent Brain Cognitive Development Neurocognitive Prediction Challenge (ABCD-NP-Challenge), 2019.

Abstract | Links | BibTeX

Pölsterl, Sebastian; Sarasua, Ignacio; Gutiérrez-Becker, Benjamín; Wachinger, Christian

A Wide and Deep Neural Network for Survival Analysis from Anatomical Shape and Tabular Clinical Data Inproceedings

In: Data and Machine Learning Advances with Multiple Views Workshop, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2019.

Abstract | Links | BibTeX

Rickmann, Anne-Marie; Roy, Abhijit Guha; Sarasua, Ignacio; Navab, Nassir; Wachinger, Christian

'Project & Excite' Modules for Segmentation of Volumetric Medical Scans Inproceedings

In: Medical Image Computing and Computer Aided Intervention, Springer, 2019.

Abstract | Links | BibTeX