Clinical Outcome and Cost Analyses in Adult Patients With Acquired Hemophilia A- A Single Center, Retrospective Analysis
Hamostaseologie 46.S 01. Feb. 2026
#p-rueckert
Multi-View Stenosis Classification Leveraging Transformer-Based Multiple-Instance Learning Using Real-World Clinical Data
Preprint (Feb. 2026)
#p-rueckert
Step-Resolved Data Attribution for Looped Transformers
Preprint (Feb. 2026)
#p-menten#p-rueckert
COMPASS-GH Is a Consensus Roadmap for Defining Standards for Safe, Accurate and Equitable AI in General Health Queries
Nature Health 1. Jan. 2026
#p-rueckert
Improving Out-of-Domain Generalization in Multiple Sclerosis Detection and Segmentation Using Random Convolutions
Pattern Recognition Letters 199. Jan. 2026
#p-rueckert#p-wiestler
A Master Class on Reproducibility: A Student Hackathon on Advanced MRI Reconstruction Methods
Preprint (Jan. 2026)
#p-rueckert#p-schnabel
Unintended Memorization of Sensitive Information in Fine-Tuned Language Models
Preprint (Jan. 2026)
#p-kaissis#p-rueckert
Train Forwards, Optimize Backwards: Neural Surrogates for Personalized Medical Simulations
DiffSys @EurIPS 2025
#p-rueckert#p-wiestler
Versatile and Comprehensive Hyperspectral Imaging Tool for Molecular Neuronavigation: A Case Study on Cerebral Gliomas
Journal of Biomedical Optics 30.12. Dec. 2025
#p-rueckert
A Label-Free Hyperspectral Imaging Device for Ex Vivo Characterization and Grading of Meningioma Tissues
Journal of Biophotonics Early Access. Dec. 2025
#p-rueckert
Individual-Level Surrogacy of MRI Lesions for Disease Severity in RRMS: Methods to Quantify Predictive Power and Their Application to Longitudinal Data From Recent Trials
PLOS One 20.12. Dec. 2025
#p-rueckert
Mapping Neurochemical Signatures Onto Brain Structure for Neurotransmitter-Informed Discrimination of Schizophrenia Patients From Healthy Controls
Preprint (Dec. 2025)
#p-rueckert
Disentangling Progress in Medical Image Registration: Beyond Trend-Driven Architectures Towards Domain-Specific Strategies
Preprint (Dec. 2025)
#p-rueckert#p-wachinger#p-wiestler
Optimizing Rank for High-Fidelity Implicit Neural Representations
Preprint (Dec. 2025)
#p-rueckert#p-wiestler
Promptolution: A Unified, Modular Framework for Prompt Optimization
Preprint (Dec. 2025)
#p-bischl#p-rueckert
Addressing Annotation Scarcity in Hyperspectral Brain Image Segmentation With Unsupervised Domain Adaptation
SIPAIM 2025
#p-rueckert
From Model Based to Learned Regularization in Medical Image Registration: A Comprehensive Review
Medical Image Analysis.103854. Nov. 2025. in Press
#p-rueckert#p-schnabel
LungEvaty: A Scalable, Open-Source Transformer-Based Deep Learning Model for Lung Cancer Risk Prediction in LDCT Screening
Preprint (Nov. 2025)
#p-rueckert
Interpretable Retinal Disease Prediction Using Biology-Informed Heterogeneous Graph Representations
Preprint (Nov. 2025)
#p-menten#p-rueckert#p-wiestler
NISF++: Geometrically-Grounded Implicit Representations of 3D+time Cardiac Function From 2D Short- And Long-Axis MR Views
Preprint (Nov. 2025)
#p-rueckert#p-wiestler
SegMaST: Mamba-Based Spatio-Temporal Modeling to Improve Longitudinal Detection and Segmentation
Preprint (Nov. 2025)
#p-rueckert#p-wiestler
Brain Tumor Growth Inversion via Differentiable Neural Surrogates
Preprint (Nov. 2025)
#p-rueckert#p-wiestler
Evaluating the Impact of Medical Image Reconstruction on Downstream AI Fairness and Performance
Preprint (Nov. 2025)
#p-rueckert
No Image, No Problem: End-to-End Multi-Task Cardiac Analysis Straight From Undersampled K-Space
Preprint (Nov. 2025)
#p-rueckert
A Biophysically-Conditioned Generative Framework for 3D Brain Tumor MRI Synthesis
Preprint (Oct. 2025)
#p-rueckert#p-wiestler
Independent Benchmarking of Prompt-Based Medical Segmentation Models
Preprint (Oct. 2025)
#p-rueckert#p-wiestler
Efficient Numeracy in Language Models Through Single-Token Number Embeddings
Preprint (Oct. 2025)
#p-menten#p-rueckert
Evaluation of Deformable Image Registration Under Alignment-Regularity Trade-Off
BRIDGE @MICCAI 2025
#p-rueckert
Redefining Spectral Unmixing for In-Vivo Brain Tissue Analysis From Hyperspectral Imaging
CMMCA @MICCAI 2025
#p-menten#p-rueckert#p-wiestler
A Lightweight Optimization Framework for Estimating 3D Brain Tumor Infiltration
CMMCA @MICCAI 2025
#p-rueckert#p-wiestler
Reconstruct or Generate: Exploring the Spectrum of Generative Modeling for Cardiac MRI
DGM4 @MICCAI 2025
#p-rueckert
Predicting Longitudinal Brain Development via Implicit Neural Representations
MICCAI 2025
#p-rueckert
MM-DINOv2: Adapting Foundation Models for Multi-Modal Medical Image Analysis
MICCAI 2025
#p-cremers#p-rueckert#p-wiestler
Contrastive Anatomy-Contrast Disentanglement: A Domain-General MRI Harmonization Method
MICCAI 2025
#p-cremers#p-rueckert#p-wiestler
Global and Local Contrastive Learning for Joint Representations From Cardiac MRI and ECG
MICCAI 2025
#p-rueckert
A Holistic Time-Aware Classification Model for Multimodal Longitudinal Patient Data
MICCAI 2025
#p-rueckert
MultiMAE for Brain MRIs: Robustness to Missing Inputs Using Multi-Modal Masked Autoencoder
MLMI @MICCAI 2025
#p-rueckert#p-wiestler
Physics-Informed Joint Multi-TE Super-Resolution With Implicit Neural Representation for Robust Fetal T2 Mapping
PIPPI @MICCAI 2025
#p-rueckert
Parametric Shape Models for Vessels Learned From Segmentations via Differentiable Voxelization
ShapeMI @MICCAI 2025
#p-rueckert
GReAT: Leveraging Geometric Artery Data to Improve Wall Shear Stress Assessment
ShapeMI @MICCAI 2025
#p-rueckert
CAPO: Cost-Aware Prompt Optimization
AutoML 2025
#p-bischl#p-feurer#p-rueckert
Does DINOv3 Set a New Medical Vision Standard?
Preprint (Sep. 2025)
#p-rueckert#p-schnabel#p-wachinger#p-wiestler
Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases
IEEE Transactions on Medical Imaging Early Access. Aug. 2025
#p-menten#p-rueckert
Deformable Image Registration of Dark-Field Chest Radiographs for Functional Lung Assessment
Medical Physics 52.8. Aug. 2025
#p-rueckert
Specialized Curricula for Training Vision Language Models in Retinal Image Analysis
npj Digital Medicine 8.532. Aug. 2025
#p-menten#p-rueckert
Latent Interpolation Learning Using Diffusion Models for Cardiac Volume Reconstruction
Preprint (Aug. 2025)
#p-rueckert
Beyond Benchmarks: Dynamic, Automatic and Systematic Red-Teaming Agents for Trustworthy Medical Language Models
Preprint (Aug. 2025)
#p-rueckert#p-wachinger#p-wiestler
Benchmarking the CoW With the TopCoW Challenge: Topology-Aware Anatomical Segmentation of the Circle of Willis for CTA and MRA
Preprint (Jul. 2025)
#p-menten#p-navab#p-rueckert#p-wiestler
A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets
CVPR 2025
#p-menten#p-rueckert
User-Level Differential Privacy in Medical Machine Learning
TPDP 2025
#p-rueckert
Exploring the Predictive Value of Structural Covariance Networks for the Diagnosis of Schizophrenia
Frontiers in Psychiatry 16. Jun. 2025
#p-rueckert
Deep Learning-Enabled MRI Phenotyping Uncovers Regional Body Composition Heterogeneity and Disease Associations in Two European Population Cohorts
Preprint (Jun. 2025)
#p-rueckert#p-wiestler
Pitfalls of Topology-Aware Image Segmentation
IPMI 2025
#p-menten#p-rueckert
On Arbitrary Predictions From Equally Valid Models
Preprint (May. 2025)
#p-menten#p-rueckert
SIM: Surface-Based FMRI Analysis for Inter-Subject Multimodal Decoding From Movie-Watching Experiments
ICLR 2025
#p-rueckert
Laplace Sample Information: Data Informativeness Through a Bayesian Lens
ICLR 2025
#p-kaissis#p-rueckert
Topograph: An Efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
ICLR 2025
#p-bauer-u#p-menten#p-rueckert
Differentially Private Active Learning: Balancing Effective Data Selection and Privacy
SaTML 2025
#p-kaissis#p-rueckert
Unlocking the Diagnostic Potential of Electrocardiograms Through Information Transfer From Cardiac Magnetic Resonance Imaging
Medical Image Analysis 101.103451. Apr. 2025
#p-menten#p-rueckert
Visual Privacy Auditing With Diffusion Models
Transactions on Machine Learning Research. Mar. 2025
#p-rueckert
Addressing Complex Structures of Measurement Error Arising in the Exposure Assessment in Occupational Epidemiology Using a Bayesian Hierarchical Approach
Preprint (Mar. 2025)
#p-boulesteix#p-rueckert
From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis
Preprint (Mar. 2025)
#p-menten#p-rueckert#p-schueffler
Cross-Domain and Cross-Dimension Learning for Image-to-Graph Transformers
WACV 2025
#p-kaissis#p-menten#p-rueckert
Evaluating Normative Representation Learning in Generative AI for Robust Anomaly Detection in Brain Imaging
Nature Communications 16.1624. Feb. 2025
#p-rueckert#p-schnabel#p-wiestler
Are Foundation Models Useful Feature Extractors for Electroencephalography Analysis?
Preprint (Feb. 2025)
#p-rueckert
Deformable Image Registration of Dark-Field Chest Radiographs for Local Lung Signal Change Assessment
Preprint (Jan. 2025)
#p-rueckert
Efficient Deep Learning-Based Forward Solvers for Brain Tumor Growth Models
Preprint (Jan. 2025)
#p-rueckert#p-wiestler
TimeFlow: Longitudinal Brain Image Registration and Aging Progression Analysis
Preprint (Jan. 2025)
#p-rueckert#p-wachinger#p-wiestler
A Practical Guide to Fine-Tuning Language Models With Limited Data
Preprint (Nov. 2024)
#p-rueckert
Complex-Valued Federated Learning With Differential Privacy and MRI Applications
DeCaF @MICCAI 2024
#p-kaissis#p-rueckert#p-schnabel
Supervised Contrastive Learning for Image-to-Graph Transformers
GRAIL @MICCAI 2024
#p-rueckert
Exploring Graphs as Data Representation for Disease Classification in Ophthalmology
GRAIL @MICCAI 2024
#p-menten#p-rueckert
Topologically Faithful Multi-Class Segmentation in Medical Images
MICCAI 2024
#p-bauer-u#p-jegelka#p-rueckert
Language Models Meet Anomaly Detection for Better Interpretability and Generalizability
MMMI @MICCAI 2024
#p-rueckert#p-schnabel#p-wiestler
Mamba? Catch the Hype or Rethink What Really Helps for Image Registration
WBIR @MICCAI 2024
#p-rueckert#p-wachinger#p-wiestler
General Vision Encoder Features as Guidance in Medical Image Registration
WBIR @MICCAI 2024
#p-rueckert#p-schnabel
ChEX: Interactive Localization and Region Description in Chest X-Rays
ECCV 2024
#p-kaissis#p-rueckert
Distributed Non-Disclosive Validation of Predictive Models by a Modified ROC-GLM
BMC Medical Research Methodology 24.190. Aug. 2024
#p-bischl#p-rueckert
Deep Learning for Autosegmentation for Radiotherapy Treatment Planning: State-of-the-Art and Novel Perspectives
Strahlentherapie Und Onkologie 201. Aug. 2024
#p-rueckert#p-schnabel#p-wiestler
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
ICML 2024
#p-kaissis#p-rueckert
FlexR: Few-Shot Classification With Language Embeddings for Structured Reporting of Chest X-Rays
MIDL 2024
#p-navab#p-rueckert
Retinal Small Vessel Pathology Is Associated With Disease Burden in Multiple Sclerosis
Multiple Sclerosis Journal 30.7. Jun. 2024
#p-menten#p-rueckert
Reconciling Privacy and Accuracy in AI for Medical Imaging
Nature Machine Intelligence 6. Jun. 2024
#p-kaissis#p-rueckert
Intensity-Based 3D Motion Correction for Cardiac MR Images
ISBI 2024
#p-rueckert
Direct Cardiac Segmentation From Undersampled K-Space Using Transformers
ISBI 2024
#p-rueckert
Reconstruction-Free Segmentation From Undersampled K-Space Using Transformers
ISMRM 2024
#p-rueckert
Preserving Fairness and Diagnostic Accuracy in Private Large-Scale AI Models for Medical Imaging
Communications Medicine 4.46. Mar. 2024
#p-kaissis#p-rueckert
Synthetic Optical Coherence Tomography Angiographs for Detailed Retinal Vessel Segmentation Without Human Annotations
IEEE Transactions on Medical Imaging 43.6. Jan. 2024
#p-menten#p-rueckert
Optimal Privacy Guarantees for a Relaxed Threat Model: Addressing Sub-Optimal Adversaries in Differentially Private Machine Learning
NeurIPS 2023
#p-kaissis#p-rueckert
Federated Electronic Health Records for the European Health Data Space
The Lancet Digital Health 5.11. Nov. 2023
#p-kaissis#p-rueckert
Metrics to Quantify Global Consistency in Synthetic Medical Images
DGM4 @MICCAI 2023
#p-menten#p-rueckert#p-wiestler
Towards Generalised Neural Implicit Representations for Image Registration
DGM4 @MICCAI 2023
#p-rueckert#p-schnabel
Clustering Disease Trajectories in Contrastive Feature Space for Biomarker Proposal in Age-Related Macular Degeneration
MICCAI 2023
#p-menten#p-rueckert
NISF: Neural Implicit Segmentation Functions
MICCAI 2023
#p-rueckert#p-wiestler
A Skeletonization Algorithm for Gradient-Based Optimization
ICCV 2023
#p-menten#p-rueckert#p-schnabel
Rethinking Feature Attribution for Neural Network Explanation
Dissertation TU München. Aug. 2023
#p-rueckert
Relationformer: A Unified Framework for Image-to-Graph Generation
ECCV 2022
#p-kaissis#p-rueckert#p-tresp
Interpretable Vertebral Fracture Diagnosis
IMIMIC @MICCAI 2022
#p-navab#p-rueckert#p-wiestler
Analyzing the Effects of Handling Data Imbalance on Learned Features From Medical Images by Looking Into the Models
IMLH @ICML 2022
#p-bischl#p-navab#p-rueckert
Do Explanations Explain? Model Knows Best
CVPR 2022
#p-navab#p-rueckert
Few-Shot Structured Radiology Report Generation Using Natural Language Prompts
Preprint (Mar. 2022)
#p-navab#p-rueckert
Fine-Grained Neural Network Explanation by Identifying Input Features With Predictive Information
NeurIPS 2021
#p-bischl#p-navab#p-rueckert
Towards Semantic Interpretation of Thoracic Disease and COVID-19 Diagnosis Models
MICCAI 2021
#p-navab#p-rueckert
Explaining COVID-19 and Thoracic Pathology Model Predictions by Identifying Informative Input Features
MICCAI 2021
#p-bischl#p-navab#p-rueckert
Neural Response Interpretation Through the Lens of Critical Pathways
CVPR 2021
#p-navab#p-rueckert
Spatio-Temporal Learning From Longitudinal Data for Multiple Sclerosis Lesion Segmentation