Hristina Uzunova

Orcid: 0000-0001-8854-3517

According to our database1, Hristina Uzunova authored at least 24 papers between 2017 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Abstract: Focused Unsupervised Image Registration for Structure-specific Population Analysis.
Proceedings of the Bildverarbeitung für die Medizin 2024, 2024

2022
A systematic comparison of generative models for medical images.
Int. J. Comput. Assist. Radiol. Surg., 2022

Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks.
Proceedings of the Challenges of Trustable AI and Added-Value on Health, 2022

Low-Rank and Sparse Metamorphic Autoencoders for Unsupervised Pathology Disentanglement.
Proceedings of the Medical Applications with Disentanglements - First MICCAI Workshop, 2022

Synthesis of annotated pathological retinal OCT data with pathology-induced deformations.
Proceedings of the Medical Imaging 2022: Computer-Aided Diagnosis, 2022

Abstract: Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders.
Proceedings of the Bildverarbeitung für die Medizin 2022, 2022

Abstract: Synthesis of Annotated Pathological Retinal OCT Data with Pathology-Induced Deformations.
Proceedings of the Bildverarbeitung für die Medizin 2022, 2022

2021
Generative Modelle für pathologische Bilddaten.
Proceedings of the Ausgezeichnete Informatikdissertationen 2021., 2021

Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders.
Proceedings of the Medical Imaging with Deep Learning, 7-9 July 2021, Lübeck, Germany., 2021

Analysis of Generative Shape Modeling Approaches - Latent Space Properties and Interpretability.
Proceedings of the Bildverarbeitung für die Medizin 2021, 2021

Abstract: Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks.
Proceedings of the Bildverarbeitung für die Medizin 2021, 2021

2020
Memory-efficient GAN-based domain translation of high resolution 3D medical images.
Comput. Medical Imaging Graph., 2020

Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization.
Proceedings of the Wireless Mobile Communication and Healthcare, 2020

Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

Quantitative Comparison of Generative Shape Models for Medical Images.
Proceedings of the Bildverarbeitung für die Medizin 2020 - Algorithmen - Systeme, 2020

Abstract: Multi-Scale GANs for Memory-Effcient Generation of High Resolution Medical Images.
Proceedings of the Bildverarbeitung für die Medizin 2020 - Algorithmen - Systeme, 2020

2019
Unsupervised pathology detection in medical images using conditional variational autoencoders.
Int. J. Comput. Assist. Radiol. Surg., 2019

Interpretable explanations of black box classifiers applied on medical images by meaningful perturbations using variational autoencoders.
Proceedings of the Medical Imaging 2019: Image Processing, 2019

Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Evaluation of Image Processing Methods for Clinical Applications - Mimicking Clinical Data Using Conditional GANs.
Proceedings of the Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme, 2019

Abstract: Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders.
Proceedings of the Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme, 2019

2018
Unsupervised Pathology Detection in Medical Images using Learning-based Methods.
Proceedings of the Bildverarbeitung für die Medizin 2018 - Algorithmen - Systeme, 2018

2017
Training CNNs for Image Registration from Few Samples with Model-based Data Augmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Robust Groupwise Affine Registration of Medical Images with Stochastic Optimization.
Proceedings of the Bildverarbeitung für die Medizin 2017 - Algorithmen - Systeme, 2017


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