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Hristina Uzunova
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2020 – today
- 2024
- [c22]Jan Ehrhardt, Hristina Uzunova, Paul Kaftan, Julia Krüger, Roland Opfer, Heinz Handels:
Abstract: Focused Unsupervised Image Registration for Structure-specific Population Analysis. Bildverarbeitung für die Medizin 2024: 52 - [c21]Marc S. Seibel
, Hristina Uzunova, Timo Kepp, Heinz Handels:
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images. ISBI 2024: 1-5 - [c20]Joshua Niemeijer, Jan Ehrhardt, Hristina Uzunova, Heinz Handels:
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification - Leveraging Epistemic Uncertainty to Improve Model Performance. SASHIMI@MICCAI 2024: 69-78 - [i4]Marc S. Seibel, Hristina Uzunova, Timo Kepp, Heinz Handels:
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images. CoRR abs/2404.05409 (2024) - [i3]Joshua Niemeijer, Jan Ehrhardt, Hristina Uzunova, Heinz Handels:
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification. CoRR abs/2406.17473 (2024) - 2022
- [j3]Hristina Uzunova
A systematic comparison of generative models for medical images. Int. J. Comput. Assist. Radiol. Surg. 17(7): 1213-1224 (2022) - [c19]Hristina Uzunova, Heinz Handels, Jan Ehrhardt:
Abstract: Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders. Bildverarbeitung für die Medizin 2022: 81 - [c18]Hristina Uzunova, Leonie Basso, Jan Ehrhardt, Heinz Handels:
Abstract: Synthesis of Annotated Pathological Retinal OCT Data with Pathology-Induced Deformations. Bildverarbeitung für die Medizin 2022: 197 - [c17]Hristina Uzunova, Leonie Basso
Synthesis of annotated pathological retinal OCT data with pathology-induced deformations. Medical Imaging: Computer-Aided Diagnosis 2022 - [c16]Hristina Uzunova, Heinz Handels, Jan Ehrhardt:
Low-Rank and Sparse Metamorphic Autoencoders for Unsupervised Pathology Disentanglement. MAD@MICCAI 2022: 59-69 - [c15]Hannes Ulrich, Hristina Uzunova, Heinz Handels, Josef Ingenerf:
Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks. MIE 2022: 357-361 - 2021
- [c14]Hristina Uzunova, Jan Ehrhardt, Heinz Handels
Abstract: Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. Bildverarbeitung für die Medizin 2021: 123 - [c13]Hristina Uzunova, Jesse Kruse, Paul Kaftan
Analysis of Generative Shape Modeling Approaches - Latent Space Properties and Interpretability. Bildverarbeitung für die Medizin 2021: 344-349 - [c12]Hristina Uzunova, Heinz Handels, Jan Ehrhardt:
Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders. MIDL 2021: 774-786 - [p1]Hristina Uzunova:
Generative Modelle für pathologische Bilddaten. Ausgezeichnete Informatikdissertationen 2021: 291-300 - 2020
- [j2]Hristina Uzunova, Jan Ehrhardt, Heinz Handels
Memory-efficient GAN-based domain translation of high resolution 3D medical images. Comput. Medical Imaging Graph. 86: 101801 (2020) - [c11]Hristina Uzunova, Paul Kaftan
Quantitative Comparison of Generative Shape Models for Medical Images. Bildverarbeitung für die Medizin 2020: 201-207 - [c10]Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels
Abstract: Multi-Scale GANs for Memory-Effcient Generation of High Resolution Medical Images. Bildverarbeitung für die Medizin 2020: 286 - [c9]Hristina Uzunova, Jan Ehrhardt, Heinz Handels
Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. MICCAI (4) 2020: 501-511 - [c8]Marja Fleitmann, Hristina Uzunova, Andreas Martin Stroth, Jan Gerlach, Alexander Fürschke, Jörg Barkhausen, Arpad Bischof, Heinz Handels
Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization. MobiHealth 2020: 315-322 - [i2]Hristina Uzunova, Jan Ehrhardt, Heinz Handels:
Memory-efficient GAN-based Domain Translation of High Resolution 3D Medical Images. CoRR abs/2010.03396 (2020)
2010 – 2019
- 2019
- [j1]Hristina Uzunova
Unsupervised pathology detection in medical images using conditional variational autoencoders. Int. J. Comput. Assist. Radiol. Surg. 14(3): 451-461 (2019) - [c7]Hristina Uzunova, Sandra Schultz, Heinz Handels
Evaluation of Image Processing Methods for Clinical Applications - Mimicking Clinical Data Using Conditional GANs. Bildverarbeitung für die Medizin 2019: 15-20 - [c6]Hristina Uzunova, Jan Ehrhardt, Timo Kepp, Heinz Handels
Abstract: Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders. Bildverarbeitung für die Medizin 2019: 197 - [c5]Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels
Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images. MICCAI (6) 2019: 112-120 - [c4]Hristina Uzunova, Jan Ehrhardt, Timo Kepp, Heinz Handels
Interpretable explanations of black box classifiers applied on medical images by meaningful perturbations using variational autoencoders. Medical Imaging: Image Processing 2019: 1094911 - [i1]Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels:
Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images. CoRR abs/1907.01376 (2019) - 2018
- [c3]Hristina Uzunova, Heinz Handels
Unsupervised Pathology Detection in Medical Images using Learning-based Methods. Bildverarbeitung für die Medizin 2018: 61-66 - 2017
- [c2]Hristina Uzunova, Heinz Handels
Robust Groupwise Affine Registration of Medical Images with Stochastic Optimization. Bildverarbeitung für die Medizin 2017: 62-67 - [c1]Hristina Uzunova, Matthias Wilms, Heinz Handels
Training CNNs for Image Registration from Few Samples with Model-based Data Augmentation. MICCAI (1) 2017: 223-231
Coauthor Index
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