Robust Groupwise Affine Registration of Medical Images with Stochastic Optimization. - Hristina Uzunova; Heinz Handels; Jan Ehrhardt (Bildverarbeitung für die Medizin, 2017)

Training CNNs for Image Registration from Few Samples with Model-based Data Augmentation. - Hristina Uzunova; Matthias Wilms; Heinz Handels; Jan Ehrhardt (MICCAI (1), 2017)

Unsupervised Pathology Detection in Medical Images using Learning-based Methods. - Hristina Uzunova; Heinz Handels; Jan Ehrhardt (Bildverarbeitung für die Medizin, 2018)

Abstract: Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders. - Hristina Uzunova; Jan Ehrhardt; Timo Kepp; Heinz Handels (Bildverarbeitung für die Medizin, 2019)

Evaluation of Image Processing Methods for Clinical Applications - Mimicking Clinical Data Using Conditional GANs. - Hristina Uzunova; Sandra Schultz; Heinz Handels; Jan Ehrhardt (Bildverarbeitung für die Medizin, 2019)

Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images. - Hristina Uzunova; Jan Ehrhardt; Fabian Jacob; Alex Frydrychowicz; Heinz Handels (MICCAI (6), 2019)

Interpretable explanations of black box classifiers applied on medical images by meaningful perturbations using variational autoencoders. - Hristina Uzunova; Jan Ehrhardt; Timo Kepp; Heinz Handels (Image Processing, 2019)

Unsupervised pathology detection in medical images using conditional variational autoencoders. - Hristina Uzunova; Sandra Schultz; Heinz Handels; Jan Ehrhardt (Int. J. Comput. Assist. Radiol. Surg., 2019)

Abstract: Multi-Scale GANs for Memory-Effcient Generation of High Resolution Medical Images. - Hristina Uzunova; Jan Ehrhardt; Fabian Jacob; Alex Frydrychowicz; Heinz Handels (Bildverarbeitung für die Medizin, 2020)

Quantitative Comparison of Generative Shape Models for Medical Images. - Hristina Uzunova; Paul Kaftan; Matthias Wilms; Nils D. Forkert; Heinz Handels; Jan Ehrhardt (Bildverarbeitung für die Medizin, 2020)

Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. - Hristina Uzunova; Jan Ehrhardt; Heinz Handels (MICCAI (4), 2020)

Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization. - Marja Fleitmann; Hristina Uzunova; Andreas Martin Stroth; Jan Gerlach; Alexander Fürschke; Jörg Barkhausen; Arpad Bischof; Heinz Handels (MobiHealth, 2020)

Memory-efficient GAN-based domain translation of high resolution 3D medical images. - Hristina Uzunova; Jan Ehrhardt; Heinz Handels (Comput. Medical Imaging Graph., 2020)

Abstract: Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. - Hristina Uzunova; Jan Ehrhardt; Heinz Handels (Bildverarbeitung für die Medizin, 2021)

Analysis of Generative Shape Modeling Approaches - Latent Space Properties and Interpretability. - Hristina Uzunova; Jesse Kruse; Paul Kaftan; Matthias Wilms; Nils D. Forkert; Heinz Handels; Jan Ehrhardt (Bildverarbeitung für die Medizin, 2021)

Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders. - Hristina Uzunova; Heinz Handels; Jan Ehrhardt (MIDL, 2021)

Generative Modelle für pathologische Bilddaten. - Hristina Uzunova (Ausgezeichnete Informatikdissertationen, 2021)

Abstract: Synthesis of Annotated Pathological Retinal OCT Data with Pathology-Induced Deformations. - Hristina Uzunova; Leonie Basso; Jan Ehrhardt; Heinz Handels (Bildverarbeitung für die Medizin, 2022)

Abstract: Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders. - Hristina Uzunova; Heinz Handels; Jan Ehrhardt (Bildverarbeitung für die Medizin, 2022)

Synthesis of annotated pathological retinal OCT data with pathology-induced deformations. - Hristina Uzunova; Leonie Basso; Jan Ehrhardt; Heinz Handels (Computer-Aided Diagnosis, 2022)

Low-Rank and Sparse Metamorphic Autoencoders for Unsupervised Pathology Disentanglement. - Hristina Uzunova; Heinz Handels; Jan Ehrhardt (MAD@MICCAI, 2022)

Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks. - Hannes Ulrich; Hristina Uzunova; Heinz Handels; Josef Ingenerf (MIE, 2022)

A systematic comparison of generative models for medical images. - Hristina Uzunova; Matthias Wilms; Nils D. Forkert; Heinz Handels; Jan Ehrhardt (Int. J. Comput. Assist. Radiol. Surg., 2022)

Abstract: Focused Unsupervised Image Registration for Structure-specific Population Analysis. - Jan Ehrhardt; Hristina Uzunova; Paul Kaftan; Julia Krüger; Roland Opfer; Heinz Handels (Bildverarbeitung für die Medizin, 2024)

Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images. - Marc S. Seibel; Hristina Uzunova; Timo Kepp; Heinz Handels (ISBI, 2024)

TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification - Leveraging Epistemic Uncertainty to Improve Model Performance. - Joshua Niemeijer; Jan Ehrhardt; Hristina Uzunova; Heinz Handels (SASHIMI@MICCAI, 2024)

FluidRegNet: Longitudinal registration of retinal OCT images with new pathological fluids. - Julia Andresen; Jan Ehrhardt; Claus von der Burchard; Ayse Tatli; Johann Roider; Heinz Handels; Hristina Uzunova (MIDL, 2024)

TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification. - Joshua Niemeijer; Jan Ehrhardt; Hristina Uzunova; Heinz Handels (CoRR, 2024)

Surrogate-based Respiratory Motion Estimation using Physics-enhanced Implicit Neural Representations. - Jan Boysen; Hristina Uzunova; Jan Ehrhardt; Heinz Handels (Bildverarbeitung für die Medizin, 2025)

Diffusion Models for Conditional Brain Tumor MRI Generation with Tumor-induced Deformations. - Mona Irsfeld; Heinz Handels; Hristina Uzunova (Bildverarbeitung für die Medizin, 2025)

Abstract: TSynD Targeted Synthetic Data Generation for Enhanced Medical Image Classification - Leveraging Epistemic Uncertainty to Improve Model Performance. - Joshua Niemeijer; Jan Ehrhardt; Hristina Uzunova; Heinz Handels (Bildverarbeitung für die Medizin, 2025)

Assessing Spatial Bias in Medical Imaging - An Empirical Study of PatchGAN Discriminator Effectiveness. - Marc S. Seibel; Timo Kepp; Hristina Uzunova; Jan Ehrhardt; Heinz Handels (Bildverarbeitung für die Medizin, 2025)