Hristina Uzunova

39 papers B 1Journal 9Unranked 28

Year	Rank	Type	Title / Venue / Authors
2026	—	`conf`	Abstract: Uncertainty-aware ControlNet Bridging Domain Gaps with Synthetic Image Generation. Bildverarbeitung für die Medizin Joshua Niemeijer, Jan Ehrhardt, Heinz Handels, Hristina Uzunova
2026	J	`jnl`	Biophysics-Enhanced Neural Representations for Patient-Specific Respiratory Motion Modeling. CoRR Jan Boysen, Hristina Uzunova, Heinz Handels, Jan Ehrhardt
2025	—	`conf`	Abstract: TSynD Targeted Synthetic Data Generation for Enhanced Medical Image Classification - Leveraging Epistemic Uncertainty to Improve Model Performance. Bildverarbeitung für die Medizin Joshua Niemeijer, Jan Ehrhardt, Hristina Uzunova, Heinz Handels
2025	—	`conf`	Assessing Spatial Bias in Medical Imaging - An Empirical Study of PatchGAN Discriminator Effectiveness. Bildverarbeitung für die Medizin Marc S. Seibel, Timo Kepp, Hristina Uzunova, Jan Ehrhardt, Heinz Handels
2025	—	`conf`	Diffusion Models for Conditional Brain Tumor MRI Generation with Tumor-induced Deformations. Bildverarbeitung für die Medizin Mona Irsfeld, Heinz Handels, Hristina Uzunova
2025	—	`conf`	Surrogate-based Respiratory Motion Estimation using Physics-enhanced Implicit Neural Representations. Bildverarbeitung für die Medizin Jan Boysen, Hristina Uzunova, Jan Ehrhardt, Heinz Handels
2025	—	`conf`	Uncertainty-Aware ControlNet: Bridging Domain Gaps with Synthetic Image Generation. ICCVW Joshua Niemeijer, Jan Ehrhardt, Heinz Handels, Hristina Uzunova
2025	J	`jnl`	Uncertainty-Aware ControlNet: Bridging Domain Gaps with Synthetic Image Generation. CoRR Joshua Niemeijer, Jan Ehrhardt, Heinz Handels, Hristina Uzunova
2024	—	`conf`	Abstract: Focused Unsupervised Image Registration for Structure-specific Population Analysis. Bildverarbeitung für die Medizin Jan Ehrhardt, Hristina Uzunova, Paul Kaftan, Julia Krüger, Roland Opfer, Heinz Handels
2024	—	`conf`	Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images. ISBI Marc S. Seibel, Hristina Uzunova, Timo Kepp, Heinz Handels
2024	J	`jnl`	Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images. CoRR Marc S. Seibel, Hristina Uzunova, Timo Kepp, Heinz Handels
2024	—	`conf`	FluidRegNet: Longitudinal registration of retinal OCT images with new pathological fluids. MIDL Julia Andresen, Jan Ehrhardt, Claus von der Burchard, Ayse Tatli, Johann Roider, Heinz Handels, Hristina Uzunova
2024	—	`conf`	TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification - Leveraging Epistemic Uncertainty to Improve Model Performance. SASHIMI@MICCAI Joshua Niemeijer, Jan Ehrhardt, Hristina Uzunova, Heinz Handels
2024	J	`jnl`	TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification. CoRR Joshua Niemeijer, Jan Ehrhardt, Hristina Uzunova, Heinz Handels
2022	J	`jnl`	A systematic comparison of generative models for medical images. Int. J. Comput. Assist. Radiol. Surg. Hristina Uzunova, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt
2022	—	`conf`	Abstract: Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders. Bildverarbeitung für die Medizin Hristina Uzunova, Heinz Handels, Jan Ehrhardt
2022	—	`conf`	Abstract: Synthesis of Annotated Pathological Retinal OCT Data with Pathology-Induced Deformations. Bildverarbeitung für die Medizin Hristina Uzunova, Leonie Basso, Jan Ehrhardt, Heinz Handels
2022	—	`conf`	Low-Rank and Sparse Metamorphic Autoencoders for Unsupervised Pathology Disentanglement. MAD@MICCAI Hristina Uzunova, Heinz Handels, Jan Ehrhardt
2022	—	`conf`	Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks. MIE Hannes Ulrich, Hristina Uzunova, Heinz Handels, Josef Ingenerf
2022	—	`conf`	Synthesis of annotated pathological retinal OCT data with pathology-induced deformations. Computer-Aided Diagnosis Hristina Uzunova, Leonie Basso, Jan Ehrhardt, Heinz Handels
2021	—	`conf`	Abstract: Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. Bildverarbeitung für die Medizin Hristina Uzunova, Jan Ehrhardt, Heinz Handels
2021	—	`conf`	Analysis of Generative Shape Modeling Approaches - Latent Space Properties and Interpretability. Bildverarbeitung für die Medizin Hristina Uzunova, Jesse Kruse, Paul Kaftan, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt
2021	—	`ch.`	Generative Modelle für pathologische Bilddaten. Ausgezeichnete Informatikdissertationen Hristina Uzunova
2021	—	`conf`	Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders. MIDL Hristina Uzunova, Heinz Handels, Jan Ehrhardt
2020	—	`conf`	Abstract: Multi-Scale GANs for Memory-Effcient Generation of High Resolution Medical Images. Bildverarbeitung für die Medizin Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels
2020	—	`conf`	Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization. MobiHealth Marja Fleitmann, Hristina Uzunova, Andreas Martin Stroth, Jan Gerlach, Alexander Fürschke, Jörg Barkhausen, Arpad Bischof, Heinz Handels
2020	—	`conf`	Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. MICCAI (4) Hristina Uzunova, Jan Ehrhardt, Heinz Handels
2020	J	`jnl`	Memory-efficient GAN-based Domain Translation of High Resolution 3D Medical Images. CoRR Hristina Uzunova, Jan Ehrhardt, Heinz Handels
2020	J	`jnl`	Memory-efficient GAN-based domain translation of high resolution 3D medical images. Comput. Medical Imaging Graph. Hristina Uzunova, Jan Ehrhardt, Heinz Handels
2020	—	`conf`	Quantitative Comparison of Generative Shape Models for Medical Images. Bildverarbeitung für die Medizin Hristina Uzunova, Paul Kaftan, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt
2019	—	`conf`	Abstract: Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders. Bildverarbeitung für die Medizin Hristina Uzunova, Jan Ehrhardt, Timo Kepp, Heinz Handels
2019	—	`conf`	Evaluation of Image Processing Methods for Clinical Applications - Mimicking Clinical Data Using Conditional GANs. Bildverarbeitung für die Medizin Hristina Uzunova, Sandra Schultz, Heinz Handels, Jan Ehrhardt
2019	B	`conf`	Interpretable explanations of black box classifiers applied on medical images by meaningful perturbations using variational autoencoders. Image Processing Hristina Uzunova, Jan Ehrhardt, Timo Kepp, Heinz Handels
2019	—	`conf`	Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images. MICCAI (6) Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels
2019	J	`jnl`	Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images. CoRR Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels
2019	J	`jnl`	Unsupervised pathology detection in medical images using conditional variational autoencoders. Int. J. Comput. Assist. Radiol. Surg. Hristina Uzunova, Sandra Schultz, Heinz Handels, Jan Ehrhardt
2018	—	`conf`	Unsupervised Pathology Detection in Medical Images using Learning-based Methods. Bildverarbeitung für die Medizin Hristina Uzunova, Heinz Handels, Jan Ehrhardt
2017	—	`conf`	Robust Groupwise Affine Registration of Medical Images with Stochastic Optimization. Bildverarbeitung für die Medizin Hristina Uzunova, Heinz Handels, Jan Ehrhardt
2017	—	`conf`	Training CNNs for Image Registration from Few Samples with Model-based Data Augmentation. MICCAI (1) Hristina Uzunova, Matthias Wilms, Heinz Handels, Jan Ehrhardt