Project 1.3 - Deep Transfer Learning

For real world systems training data has been acquired with slightly different acquisition protocols, different scanners, or from a different patient population. To still learn robustly, we will develop deep transfer learning technology where the domain transfer is addressed in the representation learning step for which we use different coupled network architectures.

Project Leader

Erasmus Medical Center
Dr. Marleen de Bruijne Erasmus Medical Center


Amsterdam UMC
Dr. Ivana Išgum Amsterdam UMC
University of Amsterdam
Prof.dr. Max Welling University of Amsterdam


University of Amsterdam
Maximilian Ilse University of Amsterdam
Erasmus Medical Center
Kimberlin van Wijnen Erasmus Medical Center
Amsterdam UMC
Julia Noothout Amsterdam UMC



J.M.H. Noothout, B.D. de Vos, J.M. Wolterink, E.M. Postma, P.A.M. Smeets, R.A.P. Takx, T. Leiner, M.A. Viergever, I. Išgum

Deep learning-based regression and classification for automatic landmark localization in medical images Journal Article

IEEE Transactions on Medical Imaging (in press), 2020.

Abstract | Links | BibTeX

J.M.H. Noothout, E.M. Postma, S. Boesveldt, B.D. de Vos, P.A.M. Smeets, I. Išgum

Automatic segmentation of the olfactory bulbs in MRI Inproceedings

SPIE Medical Imaging (in press), 2020.

Abstract | BibTeX


Julia M.H. Noothout, Bob D. de Vos, Jelmer M. Wolterink, Richard A.P. Takx, Tim Leiner, Ivana Išgum

Deep Learning for Automatic Landmark Localization in CTA for Transcatheter Aortic Valve Implantation Conference

Radiological Society of North America, 105th Annual Meeting, 2019.

Abstract | Links | BibTeX

Kimberlin MH van Wijnen, Florian Dubost, Pinar Yilmaz, M Arfan Ikram, Wiro J Niessen, Hieab Adams, Meike W Vernooij, Marleen de Bruijne

Automated lesion detection by regressing intensity-based distance with a neural network Inproceedings

International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 234-242, Springer, Cham, 2019.

Abstract | Links | BibTeX


J.M.H. Noothout, B.D de Vos, J.M. Wolterink, T. Leiner, I. Isgum

CNN-based Landmark Detection in Cardiac CTA Scans Inproceedings

Medical Imaging with Deep Learning. MIDL Amsterdam, 2018.

Abstract | Links | BibTeX