Publications

Hristina Uzunova; Sandra Schultz; Heinz Handels; Jan Ehrhardt

Unsupervised pathology detection in medical images using conditional variational autoencoders

In: International Journal of Computer Assisted Radiology and Surgery (IJCARS), Vol. 14, No. 3, Pages 451-461, Springer, 2019.

Hristina Uzunova; Jan Ehrhardt; Timo Kepp; Heinz Handels

Interpretable explanations of black box classifiers applied on medical images by meaningful perturbations using variational autoencoders

In: Elsa D. Angelini; Bennett A. Landman (Hrsg.). Medical Imaging 2019: Image Processing. SPIE Medical Imaging, February 16-21, San Diego, CA, USA, Pages 264-271, Vol. 10949, SPIE, 2019.

Hristina Uzunova; Jan Ehrhardt; Fabian Jacob; Alex Frydrychowicz; Heinz Handels

Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images

In: Dinggang Shen; Tianming Liu; Terry M. Peters; Lawrence H. Staib; Caroline Essert; Sean Zhou; Pew-Thian Yap; Ali Khan (Hrsg.). Medical Image Computing and Computer Assisted Intervention -- MICCAI 2019. Medical Image Computing and Computer Assisted Intervention (MICCAI-2019), October 13-17, Shenzhen, China, Pages 112-120, ISBN 978-3-030-32226-7, Springer International Publishing, 2019.

Sebastian Baumbach; Christoph Rubel; Sheraz Ahmed; Andreas Dengel

Geospatial Customer, Competitor and Supplier Analysis for Site Selection of Supermarkets

In: Proceedings of the 2019 2nd International Conference on Geoinformatics and Data Analysis. International Conference on Geoinformatics and Data Analysis (ICGDA-2019), March 15-17, Prague, Czech Republic, Pages 110-114, ACM, 3/2019.

Jens Krauth; Stefan Gerlach; Christian Marzahl; Jörn Voigt; Heinz Handels

Synthetic Training with Generative Adversarial Networks for Segmentation of Microscopies

In: Heinz Handels; Thomas M. Deserno; Andreas Maier; Klaus Hermann Maier-Hein; Christoph Palm; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2019. Workshop Bildverarbeitung für die Medizin (BVM-2019), March 20-22, Lübeck, Germany, Pages 37-42, ISBN 978-3-658-25326-4, Springer Fachmedien Wiesbaden, 2019.

Sandra Schultz; Julia Krüger; Heinz Handels; Jan Ehrhardt

Bayesian inference for uncertainty quantification in point-based deformable image registration

In: Elsa D. Angelini; Bennett A. Landman (Hrsg.). Medical Imaging 2019: Image Processing. SPIE Medical Imaging, February 16-21, San Diego, California, USA, Pages 459-466, Vol. 10949, SPIE, 2019.

Julia Krüger; Jan Ehrhardt; Sandra Schultz; Heinz Handels

A probabilistic approach for the registration of images with missing correspondences

In: Elsa D. Angelini; Bennett A. Landman (Hrsg.). Medical Imaging 2019: Image Processing. SPIE Medical Imaging, February 16-21, San Diego, California, USA, Pages 550-557, Vol. 10949, SPIE, 2019.

Timo Kepp; Jan Ehrhardt; Mattias P. Heinrich; Gereon Hüttmann; Heinz Handels

Topology-Preserving Shape-Based Regression Of Retinal Layers In Oct Image Data Using Convolutional Neural Networks

In: 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019). IEEE International Symposium on Biomedical Imaging (ISBI-2019), April 8-11, Venice, Italy, Pages 1437-1440, IEEE, 2019.

Timo Kepp; Christine Droigk; Malte Casper; Michael Evers; Gereon Hüttmann; Nunciada Salma; Dieter Manstein; Mattias P. Heinrich; Heinz Handels

Segmentation of mouse skin layers in optical coherence tomography image data using deep convolutional neural networks

In: Christoph Hitzenberger (Hrsg.). Biomedical Optics Express, Vol. 10, No. 7, Pages 3484-3496, OSA, 7/2019.

Yassin Alkhalili; Manisha Luthra; Amr Rizk; Boris Koldehofe

3-D Urban Objects Detection and Classification From Point Clouds

In: Proceedings of the 13th ACM International Conference on Distributed and Event-Based Systems. ACM International Conference on Distributed and Event-Based Systems (DEBS-2019), 13th ACM International Conference on Distributed and Event-Based Systems, Darmstadt, Germany, Pages 209-213, DEBS '19, ISBN 9781450367943, Association for Computing Machinery, 2019.