Training CNNs for image registration from few samples with model-based data augmentation H Uzunova, M Wilms, H Handels, J Ehrhardt International Conference on Medical Image Computing and Computer-Assisted …, 2017 | 85 | 2017 |
Unsupervised pathology detection in medical images using conditional variational autoencoders H Uzunova, S Schultz, H Handels, J Ehrhardt International journal of computer assisted radiology and surgery 14 (3), 451-461, 2019 | 53 | 2019 |
Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images H Uzunova, J Ehrhardt, F Jacob, A Frydrychowicz, H Handels arXiv preprint arXiv:1907.01376, 2019 | 22 | 2019 |
Interpretable explanations of black box classifiers applied on medical images by meaningful perturbations using variational autoencoders H Uzunova, J Ehrhardt, T Kepp, H Handels Medical Imaging 2019: Image Processing 10949, 264-271, 2019 | 22 | 2019 |
Memory-efficient GAN-based domain translation of high resolution 3D medical images H Uzunova, J Ehrhardt, H Handels Computerized Medical Imaging and Graphics 86, 101801, 2020 | 12 | 2020 |
Generation of annotated brain tumor MRIs with tumor-induced tissue deformations for training and assessment of neural networks H Uzunova, J Ehrhardt, H Handels International Conference on Medical Image Computing and Computer-Assisted …, 2020 | 6 | 2020 |
Temporal polyrigid registration for patch-based MPI reconstruction of moving objects J Ehrhardt, M Ahlborg, H Uzunova, TM Buzug, H Handels International Journal on Magnetic Particle Imaging 5 (1-2), 2019 | 5 | 2019 |
Unsupervised pathology detection in medical images using learning-based methods H Uzunova, H Handels, J Ehrhardt Bildverarbeitung für die Medizin 2018, 61-66, 2018 | 5 | 2018 |
Evaluation of image processing methods for clinical applications H Uzunova, S Schultz, H Handels, J Ehrhardt Bildverarbeitung für die Medizin 2019, 15-20, 2019 | 2 | 2019 |
Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders H Uzunova, H Handels, J Ehrhardt Medical Imaging with Deep Learning, 774-786, 2021 | 1 | 2021 |
Analysis of Generative Shape Modeling Approaches H Uzunova, J Kruse, P Kaftan, M Wilms, ND Forkert, H Handels, ... Bildverarbeitung für die Medizin 2021, 344-349, 2021 | 1 | 2021 |
Quantitative comparison of generative shape models for medical images H Uzunova, P Kaftan, M Wilms, ND Forkert, H Handels, J Ehrhardt Bildverarbeitung für die Medizin 2020, 201-207, 2020 | 1 | 2020 |
Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks H Ulrich, H Uzunova, H Handels, J Ingenerf Studies in Health Technology and Informatics 294, 357-361, 2022 | | 2022 |
Synthesis of annotated pathological retinal OCT data with pathology-induced deformations H Uzunova, L Basso, J Ehrhardt, H Handels Medical Imaging 2022: Computer-Aided Diagnosis 12033, 908-913, 2022 | | 2022 |
A systematic comparison of generative models for medical images H Uzunova, M Wilms, ND Forkert, H Handels, J Ehrhardt International Journal of Computer Assisted Radiology and Surgery, 1-12, 2022 | | 2022 |
New Multiple Sclerosis Lesion Detection with Convolutional Neural Registration Networks J Andresen, H Uzunova, J Ehrhardt, H Handels MSSEG-2 challenge proceedings: Multiple sclerosis new lesions segmentation …, 2021 | | 2021 |
Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization M Fleitmann, H Uzunova, AM Stroth, J Gerlach, A Fürschke, J Barkhausen, ... International Conference on Wireless Mobile Communication and Healthcare …, 2020 | | 2020 |
Robust Groupwise Affine Registration of Medical Images with Stochastic Optimization H Uzunova, H Handels, J Ehrhardt Bildverarbeitung für die Medizin 2017, 62-67, 2017 | | 2017 |