Publications
Peer-reviewed articles, conference papers and abstracts, reviews and open-source code from the Multi-dimensionAI working groups in Heidelberg, Mainz and Munich.
Latest highlights
Deep learning-based echocardiography for cardiac assessment: a systematic literature review and meta-analysis
European Heart Journal – Digital Health, 7(9), ztag148
Visual prompt engineering for multimodal and irregularly sampled medical data
Communications Medicine, 6, 474
Journal articles
Deep learning-based echocardiography for cardiac assessment: a systematic literature review and meta-analysis
European Heart Journal – Digital Health, 7(9), ztag148
Visual prompt engineering for multimodal and irregularly sampled medical data
Communications Medicine, 6, 474
Enhancing sit-to-stand transitions and walking efficiency in older adults with a soft robotic suit
Nature Communications, 17, 6540
ParTIpy: a scalable framework for archetypal analysis and Pareto task inference
Molecular Systems Biology, 22(8), 1252–1269
Deformable image registration for self-supervised cardiac phase detection in cardiac magnetic resonance images of patients with various diseases
Medical Image Analysis, 113, 104142
Chronotropic response in heart failure: clinical, structural, and metabolic predictors and long-term mortality
European Journal of Heart Failure, xuag139
Performance of large language models in delivering accurate and comprehensible patient information on heart failure and cardiomyopathy
Frontiers in Digital Health, 8, 1847603
Comparison and optimization of cellular neighbor preference methods for quantitative tissue analysis
Nature Communications, 17, 3514
Multiplexed imaging reveals immune-metabolic niches in multiple myeloma linked to progression and bone disease
Blood Cancer Discovery, 7(3), 460–478
The European BestAgeing Study on microRNA candidates reveals distinct signatures with diagnostic and prognostic potential in cardiovascular disease
BMC Medicine, 23, 670
Spatial multiomics of acute myocardial infarction reveals immune cell infiltration through the endocardium
Nature Cardiovascular Research, 4, 1345–1362
Unconditional latent diffusion models memorize patient imaging data
Nature Biomedical Engineering, 10, 458–472
Medication information extraction using local large language models
Journal of Biomedical Informatics, 169, 104898
ECG synthesis and utility analysis – a diffusion model based approach
Studies in Health Technology and Informatics, 331, 346–356
Integrative multi-omics reveals a regulatory and exhausted T-cell landscape in CLL and identifies galectin-9 as an immunotherapy target
Nature Communications, 16, 7271
Conference papers

VolDiT: controllable volumetric medical image synthesis with diffusion transformers
MICCAI 2026, 27 Sep – 1 Oct 2026

CardioDiT: latent diffusion transformers for 4D cardiac MRI synthesis
MICCAI 2026, 27 Sep – 1 Oct 2026
Active soft hip exosuit with quasi-passive clutch mechanism for bidirectional assistance
BioRob 2026, 1–4 Aug 2026
User-tailored learning to forecast walking modes for exosuits
IEEE International Conference on Robotics and Automation (ICRA 2026), Vienna, 1–5 Jun 2026
Voice-driven assistance and resistance modulation in a soft hip exosuit using a transformer-based speech recognition model
IEEE International Conference on Robotics and Automation (ICRA 2026), Vienna, 1–5 Jun 2026
Rethinking diversity metrics in medical imaging with Wasserstein distance
Bildverarbeitung für die Medizin (BVM) 2026, Informatik aktuell, pp. 420–426 · poster
MedLoRD: a medical low-resource diffusion model for high-resolution 3D CT image synthesis
SASHIMI Workshop at MICCAI 2025, Lecture Notes in Computer Science, pp. 1–12 · Best Reproducibility Award
An automatic self-supervised phase-based approach to aligned long-axis strain measurements in four chamber cardiovascular magnetic resonance imaging
Functional Imaging and Modeling of the Heart (FIMH 2025), Dallas, LNCS 15673, pp. 113–125
ThermoCycleNet: stereo-based thermogram labeling for model transition to cycling
18th International Work-Conference on Artificial Neural Networks (IWANN 2025), A Coruña, 16–18 Jun 2025 · talk
Latent pollution model: the hidden carbon footprint in 3D image synthesis
SASHIMI Workshop at MICCAI 2024, Marrakesh, Lecture Notes in Computer Science, pp. 146–156
Abstracts & posters
ESC Digital & AI Summit 202612–13 Nov 2026Upcoming
Deep learning based automatic temporally aligned atrial strain from four chamber cine cardiac MRI
An LLM-native wiki knowledge graph for HFpEF: structured, traceable clinical question answering in a complex cardiovascular syndrome
AI-agent-driven autonomous research loop for cardiac MRI deep learning model optimization
Replacing the people who promised to replace clinicians: autonomous AI-agents for cardiac MRI segmentation
Deep learning-based carotid ultrasound analysis identifies molecular mechanisms of accelerated vascular aging
Assessment of physical activity in HFpEF: comparing digital mobility outcomes, cardiopulmonary exercise test and six-minute walk test
Real-world performance of an A4C deep-learning algorithm for detection of cardiac amyloidosis in echocardiography
Putting ECG foundation models to real-world data test: a prognostic prediction of major adverse cardiovascular events
Federated GWAS enables privacy-preserving multi-center genomic analysis – the DZHK cardiovascular cohort as show case
Benzon AI Symposium 2026, Copenhagen7–10 Sep 2026
Mapping seven decades of cardiomyopathy: a transformer-based analysis of 151,109 publications
ESC Congress 2026
A plasma metabolite profile predicts worsening of heart failure and reflects distinct inflammatory mechanisms in symptomatic heart failure
DNA methylation patterns predict primary myocardial infarction
ESSB Conference 2026
Spatial organization of T cell populations in NSCLC brain metastases
ESC Digital & AI Summit 2025, Berlin21–22 Nov 2025
Abstracts published in European Heart Journal – Digital Health, vol. 7, supplement (2026).
Beyond visual realism: assessing coronary artery dominance diversity in AI-generated synthetic coronary computed tomography angiography images
Latent diffusion for single-pass full 4D cine cardiac magnetic resonance imaging synthesis with spatiotemporal autoencoding
Predicting worsening and mortality in heart failure: a novel deep learning approach using echocardiographic data outperforms established biomarkers
Myocardial motion curves from CMR: an automated approach to visualize complex deformation patterns and comparison of healthy and diseased cohorts
Deep neural network-driven infrared thermography for diagnostics and therapy monitoring of peripheral arterial disease
ESC Congress 202529 Aug – 1 Sep 2025
Deep learning-based prediction of cardiac blood biomarkers from echocardiograms improves prognosis
Heart Failure 2025 (48th Heart Failure Congress)17–20 May 2025
Deep learning by vision transformer-based assessment of image quality in echocardiography improves prediction of heart failure-specific outcome
ESSB Conference 2025
spCellEval (spatial proteomics cell phenotyping evaluation): benchmarking cell-phenotyping methods for antibody-based multiplexed imaging
Reviews & commentary
Igniting the future of cardiovascular care: highlights from the ESC Digital and AI Summit 2025 in Berlin
European Heart Journal, ehaf1068
Artificial intelligence to improve cardiovascular population health
European Heart Journal, 46(20), 1907–1916
Präzisionsmedizin bei Diagnostik und Therapie von Kardiomyopathien
Herz, 50, 96–102
Artificial intelligence in cardiovascular imaging and intervention
Herz, 49, 327–334
Healthcare 4.0 – Medizin im Wandel
Herz, 49, 350–354
Code
- VolDiT ↗Controllable volumetric medical image synthesis with diffusion transformers (MICCAI 2026)May 2026
- CardioDiT ↗Latent diffusion transformers for 4D cardiac MRI synthesis (MICCAI 2026)May 2026
- wad-div ↗Wasserstein-distance diversity metrics for medical imaging (BVM 2026)Mar 2026
- cmr-multi-view-phase-detection ↗Self-supervised cardiac phase detection in CMR (Medical Image Analysis 2026)Nov 2025
- MedLoRD ↗Medical low-resource diffusion model for high-resolution 3D CT synthesis (SASHIMI 2025)Mar 2025
- cmr-las-phase2phase-analysis ↗Phase-based aligned long-axis strain in four-chamber CMR (FIMH 2025)2025
Awards
Best Reproducibility Award
SASHIMI Workshop, MICCAI 2025, South Korea
Best Poster of the Day Award
DGK Annual Meeting 2026, Mannheim
