Heinz Handels

ORCID

Publication Activity (10 Years)

Years Active: 1988-2024
Publications (10 Years): 105

Top Venues

Bildverarbeitung für die Medizin

CoRR

Int. J. Comput. Assist. Radiol. Surg.

Medical Imaging: Image Processing

RWTH Aachen University, Germany (PHD)

Education History

RWTH Aachen University, Germany

PHD

Publications

Marc S. Seibel, Hristina Uzunova, Timo Kepp, Heinz Handels
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images. CoRR (2024)
Marc Rowedder, Timo Kepp, Tobias Neumann, Helge Sudkamp, Gereon Hüttmann, Heinz Handels
Abstract: Denoising of Home OCT Images using Noise-to-noise Trained on Artificial Eye Data. Bildverarbeitung für die Medizin (2024)
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)
Sofija Engelson, Jan Ehrhardt, Timo Kepp, Joshua Niemeijer, Heinz Handels
LNQ Challenge 2023: Learning Mediastinal Lymph Node Segmentation with a Probabilistic Lymph Node Atlas. CoRR (2024)
Marc S. Seibel, Joshua Niemeijer, Marc Rowedder, Helge Sudkamp, Timo Kepp, Gereon Hüttmann, Heinz Handels
Abstract: Reducing Domain Shift in Deep Learning for OCT Segmentation using Image Manipulations. Bildverarbeitung für die Medizin (2024)
Joshua Niemeijer, Jan Ehrhardt, Hristina Uzunova, Heinz Handels
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification. CoRR (2024)
Joshua Niemeijer, Jan Ehrhardt, Timo Kepp, Jörg P. Schäfer, Heinz Handels
Overcoming the sensor delta for semantic segmentation in OCT images. Medical Imaging: Computer-Aided Diagnosis (2023)
Nele Sophie Brügge, Esfandiar Mohammadi, Alexander Münchau, Tobias Bäumer, Christian Frings, Christian Beste, Veit Rößner, Heinz Handels
Towards Privacy and Utility in Tourette TIC Detection Through Pretraining Based on Publicly Available Video Data of Healthy Subjects. ICASSP (2023)
Jan Ehrhardt, Heinz Handels
Implicitly Solved Regularization for Learning-Based Image Registration. MLMI@MICCAI (1) (2023)
Timo Kepp, Julia Andresen, Claus von der Burchard, Johann Roider, Gereon Hüttmann, Heinz Handels
Abstract: Shape-based Segmentation of Retinal Layers and Fluids in OCT Image Data. Bildverarbeitung für die Medizin (2023)
René Pallenberg, Marja Fleitmann, Andreas Martin Stroth, Jan Gerlach, Alexander Fürschke, Jörg Barkhausen, Arpad Bischof, Heinz Handels
Random Forest and Gradient Boosted Trees for Patient Individualized Contrast Agent Dose Reduction in CT Angiography. MIE (2023)
Timo Kepp, Julia Andresen, Claus von der Burchard, Johann Roider, Gereon Hüttmann, Heinz Handels
Shape-based segmentation of retinal layers and fluids in OCT image data. Medical Imaging: Computer-Aided Diagnosis (2023)
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)
Hristina Uzunova, Heinz Handels, Jan Ehrhardt
Low-Rank and Sparse Metamorphic Autoencoders for Unsupervised Pathology Disentanglement. MAD@MICCAI (2022)
Hristina Uzunova, Leonie Basso, Jan Ehrhardt, Heinz Handels
Synthesis of annotated pathological retinal OCT data with pathology-induced deformations. Medical Imaging: Computer-Aided Diagnosis (2022)
Hannes Ulrich, Hristina Uzunova, Heinz Handels, Josef Ingenerf
Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks. MIE (2022)
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)
Timo Kepp, Julia Andresen, Helge Sudkamp, Claus von der Burchard, Johann Roider, Gereon Hüttmann, Jan Ehrhardt, Heinz Handels
Epistemic and Aleatoric Uncertainty Estimation for PED, Segmentation in Home OCT Images. Bildverarbeitung für die Medizin (2022)
Hristina Uzunova, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt
A systematic comparison of generative models for medical images. Int. J. Comput. Assist. Radiol. Surg. 17 (7) (2022)
Julia Andresen, Timo Kepp, Michael Wang-Evers, Jan Ehrhardt, Dieter Manstein, Heinz Handels
Unsupervised Segmentation of Wounds in Optical Coherence Tomography Images Using Invariant Information Clustering. Bildverarbeitung für die Medizin (2022)
Julia Andresen, Timo Kepp, Jan Ehrhardt, Claus von der Burchard, Johann Roider, Heinz Handels
Unsupervised Non-correspondence Detection in Medical Images Using an Image Registration Convolutional Neural Network. WBIR (2022)
Julia Andresen, Timo Kepp, Jan Ehrhardt, Claus von der Burchard, Johann Roider, Heinz Handels
Deep learning-based simultaneous registration and unsupervised non-correspondence segmentation of medical images with pathologies. Int. J. Comput. Assist. Radiol. Surg. 17 (4) (2022)
Hristina Uzunova, Heinz Handels, Jan Ehrhardt
Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders. MIDL (2021)
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)
Insa Lange, Fabian Jacob, Alex Frydrychowicz, Heinz Handels, Jan Ehrhardt
CT Normalization by Paired Image-to-image Translation for Lung Emphysema Quantification. Bildverarbeitung für die Medizin (2021)
Hristina Uzunova, Jesse Kruse, Paul Kaftan, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt
Analysis of Generative Shape Modeling Approaches - Latent Space Properties and Interpretability. Bildverarbeitung für die Medizin (2021)
Andreas K. Maier, Thomas M. Deserno, Heinz Handels, Klaus H. Maier-Hein, Christoph Palm, Thomas Tolxdorff
IJCARS: BVM 2021 special issue. Int. J. Comput. Assist. Radiol. Surg. 16 (12) (2021)
Hristina Uzunova, Jan Ehrhardt, Heinz Handels
Memory-efficient GAN-based Domain Translation of High Resolution 3D Medical Images. CoRR (2020)
Julia Krüger, Sandra Schultz, Heinz Handels, Jan Ehrhardt
Registration with probabilistic correspondences - Accurate and robust registration for pathological and inhomogeneous medical data. Comput. Vis. Image Underst. 190 (2020)
Marja Fleitmann, Kira Soika, Andreas Martin Stroth, Jan Gerlach, Alexander Fürschke, Peter Hunold, Jörg Barkhausen, Arpad Bischof, Heinz Handels
Computer-Assisted Quality Assessment of Aortic CT Angiographies for Patient-Individual Dose Adjustment. MIE (2020)
Timo Kepp, Helge Sudkamp, Claus von der Burchard, Hendrik Schenke, Peter Koch, Gereon Hüttmann, Johann Roider, Mattias P. Heinrich, Heinz Handels
Segmentation of Retinal Low-Cost Optical Coherence Tomography Images using Deep Learning. CoRR (2020)
Timo Kepp, Helge Sudkamp, Claus von der Burchard, Hendrik Schenke, Peter Koch, Gereon Hüttmann, Johann Roider, Mattias P. Heinrich, Heinz Handels
Abstract: Segmentation of Retinal Low-Cost Optical Coherence Tomography Images Using Deep Learning. Bildverarbeitung für die Medizin (2020)
Hristina Uzunova, Paul Kaftan, Matthias Wilms, Nils D. Forkert, Heinz Handels, Jan Ehrhardt
Quantitative Comparison of Generative Shape Models for Medical Images. Bildverarbeitung für die Medizin (2020)
Timo Kepp, Helge Sudkamp, Claus von der Burchard, Hendrik Schenke, Peter Koch, Gereon Hüttmann, Johann Roider, Mattias P. Heinrich, Heinz Handels
Segmentation of retinal low-cost optical coherence tomography images using deep learning. Medical Imaging: Computer-Aided Diagnosis (2020)
René Pallenberg, Marja Fleitmann, Kira Soika, Andreas Martin Stroth, Jan Gerlach, Alexander Fürschke, Jörg Barkhausen, Arpad Bischof, Heinz Handels
Automatic quality measurement of aortic contrast-enhanced CT angiographies for patient-specific dose optimization. Int. J. Comput. Assist. Radiol. Surg. 15 (10) (2020)
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)
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)
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)
Hristina Uzunova, Jan Ehrhardt, Heinz Handels
Memory-efficient GAN-based domain translation of high resolution 3D medical images. Comput. Medical Imaging Graph. 86 (2020)
Hristina Uzunova, Sandra Schultz, Heinz Handels, Jan Ehrhardt
Unsupervised pathology detection in medical images using conditional variational autoencoders. Int. J. Comput. Assist. Radiol. Surg. 14 (3) (2019)
Andreas K. Maier, Thomas M. Deserno, Heinz Handels, Klaus H. Maier-Hein, Christoph Palm, Thomas Tolxdorff
Guest editorial of the IJCARS - BVM 2018 special issue. Int. J. Comput. Assist. Radiol. Surg. 14 (1) (2019)
Jens Krauth, Stefan Gerlach, Christian Marzahl, Jörn Voigt, Heinz Handels
Synthetic Training with Generative Adversarial Networks for Segmentation of Microscopies. Bildverarbeitung für die Medizin (2019)
Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels
Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images. CoRR (2019)
Niclas Kath, Heinz Handels, André Mastmeyer
Robust GPU-based Virtual Reality Simulation of Radio Frequency Ablations for Various Needle Geometries and Locations. CoRR (2019)
Sandra Schultz, Julia Krüger, Heinz Handels, Jan Ehrhardt
Bayesian inference for uncertainty quantification in point-based deformable image registration. Medical Imaging: Image Processing (2019)
Niclas Kath, Heinz Handels, André Mastmeyer
Simulation von Radiofrequenzablationen für die Leberpunktion in 4D-VR-Simulationen. Bildverarbeitung für die Medizin (2019)
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)
Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus H. Maier-Hein, Christoph Palm, Thomas Tolxdorff
IJCARS: BVM 2019 special issue. Int. J. Comput. Assist. Radiol. Surg. 14 (11) (2019)
Hristina Uzunova, Sandra Schultz, Heinz Handels, Jan Ehrhardt
Evaluation of Image Processing Methods for Clinical Applications - Mimicking Clinical Data Using Conditional GANs. Bildverarbeitung für die Medizin (2019)
Niclas Kath, Heinz Handels, André Mastmeyer
Robust GPU-based virtual reality simulation of radio-frequency ablations for various needle geometries and locations. Int. J. Comput. Assist. Radiol. Surg. 14 (11) (2019)
Julia Krüger, Jan Ehrhardt, Sandra Schultz, Heinz Handels
A probabilistic approach for the registration of images with missing correspondences. Medical Imaging: Image Processing (2019)
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)
Timo Kepp, Jan Ehrhardt, Mattias P. Heinrich, Gereon Hüttmann, Heinz Handels
Topology-Preserving Shape-Based Regression Of Retinal Layers In Oct Image Data Using Convolutional Neural Networks. ISBI (2019)
In Young Ha, Matthias Wilms, Heinz Handels, Mattias P. Heinrich
Model-Based Sparse-to-Dense Image Registration for Realtime Respiratory Motion Estimation in Image-Guided Interventions. IEEE Trans. Biomed. Eng. 66 (2) (2019)
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)
Eike Mücke, Heinz Handels, René Werner
Self-reference-based and during-registration detection of motion artifacts in spatio-temporal image data. Medical Imaging: Image Processing (2018)
Timo Kepp, Christine Droigk, Malte Casper, Michael Evers, Nunciada Salma, Dieter Manstein, Heinz Handels
Segmentation of subcutaneous fat within mouse skin in 3D OCT image data using random forests. Medical Imaging: Image Processing (2018)
Jan Rühaak, Thomas Polzin, Stefan Heldmann, Ivor J. A. Simpson, Heinz Handels, Jan Modersitzki, Mattias P. Heinrich
Estimation of Large Motion in Lung CT by Integrating Regularized Keypoint Correspondences into Dense Deformable Registration. CoRR (2018)
Sandra Schultz, Heinz Handels, Jan Ehrhardt
A multilevel Markov Chain Monte Carlo approach for uncertainty quantification in deformable registration. Medical Imaging: Image Processing (2018)
Timo Kepp, Christine Droigk, Malte Casper, Michael Evers, Nunciada Salma, Dieter Manstein, Heinz Handels
Abstract: Random-Forest-basierte Segmentierung der subkutanen Fettschicht der Mäusehaut in 3D-OCT-Bilddaten. Bildverarbeitung für die Medizin (2018)
André Mastmeyer, Matthias Wilms, Heinz Handels
Population-based respiratory 4D motion atlas construction and its application for VR simulations of liver punctures. Medical Imaging: Image Processing (2018)
André Mastmeyer, Matthias Wilms, Heinz Handels
Abstract: Populationsbasierte 4D Bewegungsatlanten für VR Simulationen. Bildverarbeitung für die Medizin (2018)
Julia Krüger, Jan Ehrhardt, Heinz Handels
Abstract: Probabilistic Appearance Models for Medical Image Analysis. Bildverarbeitung für die Medizin (2018)
Hristina Uzunova, Heinz Handels, Jan Ehrhardt
Unsupervised Pathology Detection in Medical Images using Learning-based Methods. Bildverarbeitung für die Medizin (2018)
Nassim Bouteldja, Matthias Wilms, Heinz Handels, Dennis Säring, Jan Ehrhardt
Model-Based 4D Segmentation of Cardiac Structures in Cine MRI Sequences. Bildverarbeitung für die Medizin (2017)
André Mastmeyer, Matthias Wilms, Heinz Handels
Interpatientenübertragung von Atemmodellen für das Virtual-Reality-Training von Punktionseingriffen. Bildverarbeitung für die Medizin (2017)
Jan Rühaak, Thomas Polzin, Stefan Heldmann, Ivor J. A. Simpson, Heinz Handels, Jan Modersitzki, Mattias P. Heinrich
Estimation of Large Motion in Lung CT by Integrating Regularized Keypoint Correspondences into Dense Deformable Registration. IEEE Trans. Medical Imaging 36 (8) (2017)
Matthias Wilms, Heinz Handels, Jan Ehrhardt
Abstract: Patch-Based Learning of Shape, Appearance, and Motion Models from Few Training Samples by Low-Rank Matrix Completion. Bildverarbeitung für die Medizin (2017)
André Mastmeyer, Matthias Wilms, Heinz Handels
Interpatient Respiratory Motion Model Transfer for Virtual Reality Simulations of Liver Punctures. CoRR (2017)
André Mastmeyer, Matthias Wilms, Heinz Handels
Population-based Respiratory 4D Motion Atlas Construction and its Application for VR Simulations of Liver Punctures. CoRR (2017)
André Mastmeyer, Guillaume Pernelle, Lauren Barber, Steve Pieper, Dirk Fortmeier, Sandy Wells, Heinz Handels, Tina Kapur
Model-based Catheter Segmentation in MRI-images. CoRR (2017)
Julia Krüger, Jan Ehrhardt, Heinz Handels
Statistical appearance models based on probabilistic correspondences. Medical Image Anal. 37 (2017)
Timo Kepp, Stefan Koinzer, Heinz Handels, Ralf Brinkmann
Registrierung von nicht sichtbaren Laserbehandlungsarealen der Retina in Live-Aufnahmen des Fundus. Bildverarbeitung für die Medizin (2017)
Hristina Uzunova, Matthias Wilms, Heinz Handels, Jan Ehrhardt
Training CNNs for Image Registration from Few Samples with Model-based Data Augmentation. MICCAI (1) (2017)
André Mastmeyer, Dirk Fortmeier, Heinz Handels
Evaluation of Direct Haptic 4D Volume Rendering of Partially Segmented Data for Liver Puncture Simulation. CoRR (2017)
André Mastmeyer, Matthias Wilms, Heinz Handels
Interpatient Respiratory Motion Model Transfer for Virtual Reality Simulations of Liver Punctures. J. WSCG 25 (1) (2017)
Hristina Uzunova, Heinz Handels, Jan Ehrhardt
Robust Groupwise Affine Registration of Medical Images with Stochastic Optimization. Bildverarbeitung für die Medizin (2017)
Matthias Wilms, Heinz Handels, Jan Ehrhardt
Multi-resolution multi-object statistical shape models based on the locality assumption. Medical Image Anal. 38 (2017)
Matthias Wilms, Heinz Handels, Jan Ehrhardt
Representative Patch-based Active Appearance Models Generated from Small Training Populations. MICCAI (1) (2017)
Marja Fleitmann, Ole Käferlein, Matthias Wilms, Dennis Säring, Heinz Handels, Jan Ehrhardt
Vergleich von Verfahren zur automatischen Detektion der Position und Orientierung des Herzens in 4D-Cine-MRT-Bilddaten. Bildverarbeitung für die Medizin (2017)
Matthias Wilms, Heinz Handels, Jan Ehrhardt
Abstract: Learning of Representative Multi-Resolution Multi-Object Statistical Shape Models from Small Training Populations. Bildverarbeitung für die Medizin (2017)
Jan Ehrhardt, Matthias Wilms, Heinz Handels
Patch-Based Low-Rank Matrix Completion for Learning of Shape and Motion Models from Few Training Samples. ECCV (4) (2016)
Jan Ehrhardt, Fabian Jacob, Heinz Handels, Alex Frydrychowicz
Comparison of Post-Hoc Normalization Approaches for CT-based Lung Emphysema Index Quantification. Bildverarbeitung für die Medizin (2016)
André Mastmeyer, Matthias Wilms, Dirk Fortmeier, Julian Schröder, Heinz Handels
Real-Time Ultrasound Simulation for Training of US-Guided Needle Insertion in Breathing Virtual Patients. MMVR (2016)
Matthias Wilms, In Young Ha, Heinz Handels, Mattias Paul Heinrich
Model-Based Regularisation for Respiratory Motion Estimation with Sparse Features in Image-Guided Interventions. MICCAI (3) (2016)
Oskar Maier, Heinz Handels
Predicting Stroke Lesion and Clinical Outcome with Random Forests. BrainLes@MICCAI (2016)
André Mastmeyer, Dirk Fortmeier, Heinz Handels
Efficient patient modeling for visuo-haptic VR simulation using a generic patient atlas. Comput. Methods Programs Biomed. 132 (2016)
Dirk Fortmeier, André Mastmeyer, Julian Schröder, Heinz Handels
A Virtual Reality System for PTCD Simulation Using Direct Visuo-Haptic Rendering of Partially Segmented Image Data. IEEE J. Biomed. Health Informatics 20 (1) (2016)
Julia Krüger, Jan Ehrhardt, Heinz Handels
Multi-level approach for statistical appearance models with probabilistic correspondences. Medical Imaging: Image Processing (2016)
Thomas Polzin, Marc Niethammer, Mattias P. Heinrich, Heinz Handels, Jan Modersitzki
Memory Efficient LDDMM for Lung CT. MICCAI (3) (2016)
André Mastmeyer, Dirk Fortmeier, Heinz Handels
Random forest classification of large volume structures for visuo-haptic rendering in CT images. Medical Imaging: Image Processing (2016)
Mattias P. Heinrich, Oskar Maier, Heinz Handels
Multi-modal Multi-Atlas Segmentation using Discrete Optimisation and Self-Similarities. VISCERAL Challenge@ISBI (2015)
Jan Ehrhardt, Alexander Schmidt-Richberg, René Werner, Heinz Handels
Variational Registration. Bildverarbeitung für die Medizin (2015)
Timo Kepp, Jan Ehrhardt, Heinz Handels
Evaluation verschiedener Ansätze zur 4D-4D-Registrierung kardiologischer MR-Bilddaten. Bildverarbeitung für die Medizin (2015)
Oskar Maier, Matthias Wilms, Heinz Handels
Image Features for Brain Lesion Segmentation Using Random Forests. Brainles@MICCAI (2015)
Mattias P. Heinrich, Matthias Wilms, Heinz Handels
Multi-atlas Segmentation Using Patch-Based Joint Label Fusion with Non-Negative Least Squares Regression. Patch-MI@MICCAI (2015)
Matthias Wilms, Julia Krüger, Mirko Marx, Jan Ehrhardt, Arpad Bischof, Heinz Handels
Estimation of corresponding locations in ipsilateral mammograms: a comparison of different methods. Medical Imaging: Computer-Aided Diagnosis (2015)
Matthias Wilms, Dirk Fortmeier, André Mastmeyer, Heinz Handels
Modellbasierte Simulation der Atembewegung für das Virtual-Reality-Training von Punktionseingriffen. Bildverarbeitung für die Medizin (2015)
Martin Meike, Dirk Fortmeier, André Mastmeyer, Heinz Handels
Real-Time Resampling of Medical Images Based on Deformed Tetrahedral Structures for Needle Insertion VR-Simulation. Bildverarbeitung für die Medizin (2015)
Julia Krüger, Jan Ehrhardt, Heinz Handels
Probabilistic Appearance Models for Segmentation and Classification. ICCV (2015)

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Publication Activity (10 Years)

Top Topics

Top Venues

Heinz Handels