AI in Medical Image and Signal Processing

Page 4 of 5.

1. Timo Kepp; Helge Sudkamp; Claus von der Burchard; Hendrik Schenke; Peter Koch; Gereon Hüttmann; Johann Roider; Mattias P Heinrich; Heinz Handels

   Segmentation of retinal low-cost optical coherence tomography images using deep learning

   In: Horst K. Hahn; Maciej A. Mazurowski (Hrsg.). Medical Imaging 2020: Computer-Aided Diagnosis. SPIE Medical Imaging, located at SPIE medical …

2. 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.

3. 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.

4. 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 …

5. 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, …

6. 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.

7. 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 …

8. Niclas Kath; Heinz Handels; Andre Mastmeyer

   Robust GPU-based virtual reality simulation of radio-frequency ablations for various needle geometries and locations

   In: H.U. Lemke; Franziska Schweikert (Hrsg.). International journal of computer assisted radiology and surgery (IJCARS), Vol. 14, No. 11, Pages …

9. 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 …

10. 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, …

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