Publications

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Hristina Uzunova; Jan Ehrhardt; Heinz Handels
Memory-efficient GAN-based domain translation of high resolution 3D medical images
In: Computerized Medical Imaging and Graphics, Vol. 86, Pages 101801-101801, Elsevier, 2020.
Hristina Uzunova; Jan Ehrhardt; Heinz Handels
Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks
In: Anne L. Martel; Purang Abolmaesumi; Danail Stoyanov; Diana Mateus; Maria A. Zuluaga; S. Kevin Zhou; Daniel Racoceanu; Leo Joskowicz (Hrsg.). …
Hristina Uzunova; Paul Kaftan; Matthias Wilms; Nils D. Forkert; Heinz Handels; Jan Ehrhardt
Quantitative Comparison of Generative Shape Models for Medical Images
In: Thomas Tolxdorff; Thomas M. Deserno; Heinz Handels; Andreas Maier; Klaus H. Maier-Hein; Christoph Palm (Hrsg.). Bildverarbeitung für die Medizin …
Julia Krüger; Sandra Schultz; Heinz Handels; Jan Ehrhardt
Registration with probabilistic correspondences - Accurate and robust registration for pathological and inhomogeneous medical data
In: N. Paragios; B. Caputo; G. Hua; R. Vidal (Hrsg.). Computer Vision and Image Understanding, Vol. 190, Pages 1-15, Elsevier, 2020.
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 …
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, …
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; Sandra Schultz; Heinz Handels; Jan Ehrhardt
Evaluation of Image Processing Methods for Clinical Applications
In: Heinz Handels; Thomas M. Deserno; Andreas Maier; Klaus Hermann Maier-Hein; Christoph Palm; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die …
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 …
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, …