| 2025 | ICCV | Uncertainty-Aware ControlNet: Bridging Domain Gaps with Synthetic Image Generation. | Joshua Niemeijer, Jan Ehrhardt, Heinz Handels, Hristina Uzunova |
| 2024 | MICCAI | 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 |
| 2023 | ICASSP | Towards Privacy and Utility in Tourette TIC Detection Through Pretraining Based on Publicly Available Video Data of Healthy Subjects. | Nele Sophie Brgge, Esfandiar Mohammadi, Alexander Mnchau, Tobias Bumer, Christian Frings, Christian Beste, Veit Rner, Heinz Handels |
| 2022 | MICCAI | Low-Rank and Sparse Metamorphic Autoencoders for Unsupervised Pathology Disentanglement. | Hristina Uzunova, Heinz Handels, Jan Ehrhardt |
| 2020 | MICCAI | Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks. | Hristina Uzunova, Jan Ehrhardt, Heinz Handels |
| 2019 | MICCAI | Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images. | Hristina Uzunova, Jan Ehrhardt, Fabian Jacob, Alex Frydrychowicz, Heinz Handels |
| 2017 | MICCAI | Training CNNs for Image Registration from Few Samples with Model-based Data Augmentation. | Hristina Uzunova, Matthias Wilms, Heinz Handels, Jan Ehrhardt |
| 2017 | MICCAI | Representative Patch-based Active Appearance Models Generated from Small Training Populations. | Matthias Wilms, Heinz Handels, Jan Ehrhardt |
| 2016 | ECCV | Patch-Based Low-Rank Matrix Completion for Learning of Shape and Motion Models from Few Training Samples. | Jan Ehrhardt, Matthias Wilms, Heinz Handels |
| 2016 | MICCAI | Predicting Stroke Lesion and Clinical Outcome with Random Forests. | Oskar Maier, Heinz Handels |
| 2016 | MICCAI | Memory Efficient LDDMM for Lung CT. | Thomas Polzin, Marc Niethammer, Mattias P. Heinrich, Heinz Handels, Jan Modersitzki |
| 2016 | MICCAI | Model-Based Regularisation for Respiratory Motion Estimation with Sparse Features in Image-Guided Interventions. | Matthias Wilms, In Young Ha, Heinz Handels, Mattias Paul Heinrich |
| 2015 | ICCV | Probabilistic Appearance Models for Segmentation and Classification. | Julia Krger, Jan Ehrhardt, Heinz Handels |
| 2015 | MICCAI | Automatic Detection of Cardiac Remodeling Using Global and Local Clinical Measures and Random Forest Classification. | Jan Ehrhardt, Matthias Wilms, Heinz Handels, Dennis Sring |
| 2015 | MICCAI | Estimating Large Lung Motion in COPD Patients by Symmetric Regularised Correspondence Fields. | Mattias P. Heinrich, Heinz Handels, Ivor J. A. Simpson |
| 2015 | MICCAI | Multi-atlas Segmentation Using Patch-Based Joint Label Fusion with Non-Negative Least Squares Regression. | Mattias P. Heinrich, Matthias Wilms, Heinz Handels |
| 2015 | MICCAI | Image Features for Brain Lesion Segmentation Using Random Forests. | Oskar Maier, Matthias Wilms, Heinz Handels |
| 2014 | MICCAI | Multispectral Image Registration Based on Local Canonical Correlation Analysis. | Mattias P. Heinrich, Bartlomiej W. Papiez, Julia A. Schnabel, Heinz Handels |
| 2012 | GI | Evaluation von Differentialoperatoren zur Detektion anatomischer Landmarken in thorakalen und abdominalen tomographischen Bilddaten. | Christine Duscha, Ren Werner, Alexander Schmidt-Richberg, Heinz Handels |
| 2012 | GI | A Diffeomorphic Framework for Surrogate-based Motion Estimation in Radiation Therapy: Concept and First Evaluation. | Ren Werner, Jan Ehrhardt, Alexander Schmidt-Richberg, Matthias Wilms, Maximilian Blendowski, Heinz Handels |
| 2012 | GI | Modellbasierte 4D-Segmentierung von Lungen mit groen Tumoren in rumlichzeitlichen CT-Bildfolgen. | Matthias Wilms, Jan Ehrhardt, Heinz Handels |
| 2012 | MICCAI | Lung Registration with Improved Fissure Alignment by Integration of Pulmonary Lobe Segmentation. | Alexander Schmidt-Richberg, Jan Ehrhardt, Ren Werner, Heinz Handels |
| 2012 | MICCAI | A 4D Statistical Shape Model for Automated Segmentation of Lungs with Large Tumors. | Matthias Wilms, Jan Ehrhardt, Heinz Handels |
| 2009 | GI | A Framework for Visuo-Haptic Simulation of Puncture Interventions. | Matthias Frber, David Dalek, Christian R. Habermann, Friedhelm Hummel, Christian Schps, Heinz Handels |
| 2009 | GI | AnToNIa: A Software Tool for the Hemodynamic Analysis of Cerebral Vascular Malformations Using 3D and 4D MRA Image Sequences. | Nils Daniel Forkert, Dennis Sring, Jens Fiehler, Till Illies, Heinz Handels |
| 2009 | GI | Medizinische Bildverarbeitung und Mustererkennung - Neue Perspektiven fr die bildgesttzte Diagnostik und Therapie. | Heinz Handels |
| 2009 | MICCAI | Slipping Objects in Image Registration: Improved Motion Field Estimation with Direction-Dependent Regularization. | Alexander Schmidt-Richberg, Jan Ehrhardt, Ren Werner, Heinz Handels |
| 2007 | ICCV | A Variational Approach for Combined Segmentation and Estimation of Respiratory Motion in Temporal Image Sequences. | Jan Ehrhardt, Alexander Schmidt-Richberg, Heinz Handels |
| 2007 | MICCAI | Shape Analysis Using a Point-Based Statistical Shape Model Built on Correspondence Probabilities. | Heike Hufnagel, Xavier Pennec, Jan Ehrhardt, Heinz Handels, Nicholas Ayache |
| 2006 | GI | HeAT: A Software Assistant for the Analysis of LV Remodeling after Myocardial Infarction in 4D MR Follow-Up Studies. | Dennis Sring, Alexander Stork, Stephanie Juchheim, Gunnar Lund, Gerhard Adam, Heinz Handels |
| 2003 | MICCAI | Atlas-Based Recognition of Anatomical Structures and Landmarks to Support the Virtual Three-Dimensional Planning of Hip Operations. | Jan Ehrhardt, Heinz Handels, Bernd Strathmann, Thomas Malina, Werner Pltz, Siegfried J. Pppl |
| 2001 | MICCAI | A Novel Nonrigid Registration Algorithm and Applications. | Jan Rexilius, Simon K. Warfield, Charles R. G. Guttmann, X. Wei, R. Benson, L. Wolfson, Martha Elizabeth Shenton, Heinz Handels, Ron Kikinis |
| 1995 | CAIP | Automatic Classsification of Skin Tumours with High Resolution Surface Profiles. | Thomas Ro, Heinz Handels, Jrgen Kreusch, H. Busche, H. H. Wolf, Siegfried J. Pppl |