A Biophysically-Conditioned Generative Framework for 3D Brain Tumor MRI Synthesis
Preprint (Oct. 2025)
#p_rueckert#p_wiestler
ESB+25
Independent Benchmarking of Prompt-Based Medical Segmentation Models
Preprint (Oct. 2025)
#p_rueckert#p_wiestler
KHM+25
Efficient Numeracy in Language Models Through Single-Token Number Embeddings
Preprint (Oct. 2025)
#p_menten#p_rueckert
SRQ25
Evaluation of Deformable Image Registration Under Alignment-Regularity Trade-Off
BRIDGE @MICCAI 2025
#p_rueckert
WEB+25
From Fiber Tracts to Tumor Spread: Biophysical Modeling of Butterfly Glioma Growth Using Diffusion Tensor Imaging
CDMRI @MICCAI 2025
#p_rueckert#p_wiestler
HAO+25
Redefining Spectral Unmixing for In-Vivo Brain Tissue Analysis From Hyperspectral Imaging
CMMCA @MICCAI 2025
#p_menten#p_rueckert#p_wiestler
WBE+25
A Lightweight Optimization Framework for Estimating 3D Brain Tumor Infiltration
CMMCA @MICCAI 2025
#p_rueckert#p_wiestler
BZS+25
Reconstruct or Generate: Exploring the Spectrum of Generative Modeling for Cardiac MRI
DGM4 @MICCAI 2025
#p_rueckert
DR25
Predicting Longitudinal Brain Development via Implicit Neural Representations
MICCAI 2025
#p_rueckert
SEE+25
MM-DINOv2: Adapting Foundation Models for Multi-Modal Medical Image Analysis
MICCAI 2025
#p_cremers#p_rueckert#p_wiestler
SEH+25
Contrastive Anatomy-Contrast Disentanglement: A Domain-General MRI Harmonization Method
MICCAI 2025
#p_cremers#p_rueckert#p_wiestler
SMT+25
Global and Local Contrastive Learning for Joint Representations From Cardiac MRI and ECG
MICCAI 2025
#p_rueckert
SQB+25
A Holistic Time-Aware Classification Model for Multimodal Longitudinal Patient Data
MICCAI 2025
#p_rueckert
BDS+25a
Physics-Informed Joint Multi-TE Super-Resolution With Implicit Neural Representation for Robust Fetal T2 Mapping
PIPPI @MICCAI 2025
#p_rueckert
DSQ+25
Parametric Shape Models for Vessels Learned From Segmentations via Differentiable Voxelization
ShapeMI @MICCAI 2025
#p_rueckert
SWR+25
GReAT: Leveraging Geometric Artery Data to Improve Wall Shear Stress Assessment
ShapeMI @MICCAI 2025
#p_rueckert
EBS+25
MultiMAE for Brain MRIs: Robustness to Missing Inputs Using Multi-Modal Masked Autoencoder
Preprint (Sep. 2025)
#p_rueckert#p_wiestler
LCS+25
Does DINOv3 Set a New Medical Vision Standard?
Preprint (Sep. 2025)
#p_rueckert#p_schnabel#p_wachinger#p_wiestler
SSK+25
Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases
IEEE Transactions on Medical Imaging Early Access. Aug. 2025
#p_menten#p_rueckert
DSB+25a
Deformable Image Registration of Dark-Field Chest Radiographs for Functional Lung Assessment
Medical Physics 52.8. Aug. 2025
#p_rueckert
HTH+25
Specialized Curricula for Training Vision Language Models in Retinal Image Analysis
npj Digital Medicine 8.532. Aug. 2025
#p_menten#p_rueckert
BSC+25
Latent Interpolation Learning Using Diffusion Models for Cardiac Volume Reconstruction
Preprint (Aug. 2025)
#p_rueckert
MRB+25
Addressing Annotation Scarcity in Hyperspectral Brain Image Segmentation With Unsupervised Domain Adaptation
Preprint (Aug. 2025)
#p_rueckert
PJH+25
Beyond Benchmarks: Dynamic, Automatic and Systematic Red-Teaming Agents for Trustworthy Medical Language Models
Preprint (Aug. 2025)
#p_rueckert#p_wachinger#p_wiestler
YMM+25
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
MHR+25
A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets
CVPR 2025
#p_menten#p_rueckert
KER+25
User-Level Differential Privacy in Medical Machine Learning
TPDP 2025
#p_rueckert
VBD+25
Exploring the Predictive Value of Structural Covariance Networks for the Diagnosis of Schizophrenia
Frontiers in Psychiatry 16. Jun. 2025
#p_rueckert
MHZ+25
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
BLW+25
Pitfalls of Topology-Aware Image Segmentation
IPMI 2025
#p_menten#p_rueckert
LSM+25b
On Arbitrary Predictions From Equally Valid Models
Preprint (May. 2025)
#p_menten#p_rueckert
DBW+25
SIM: Surface-Based FMRI Analysis for Inter-Subject Multimodal Decoding From Movie-Watching Experiments
ICLR 2025
#p_rueckert
KSR+25
Laplace Sample Information: Data Informativeness Through a Bayesian Lens
ICLR 2025
#p_kaissis#p_rueckert
LBW+25
Topograph: An Efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
ICLR 2025
#p_bauer_u#p_menten#p_rueckert
TMH+25
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
SKK+25
Visual Privacy Auditing With Diffusion Models
Transactions on Machine Learning Research. Mar. 2025
#p_rueckert
RED+25
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
WBL+25
From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis
Preprint (Mar. 2025)
#p_menten#p_rueckert#p_schueffler
BLS+25
Cross-Domain and Cross-Dimension Learning for Image-to-Graph Transformers
WACV 2025
#p_kaissis#p_menten#p_rueckert
BWR+25
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
TBP+25
Are Foundation Models Useful Feature Extractors for Electroencephalography Analysis?
Preprint (Feb. 2025)
#p_rueckert
DSB+25
Deformable Image Registration of Dark-Field Chest Radiographs for Local Lung Signal Change Assessment
Preprint (Jan. 2025)
#p_rueckert
HWE+25
Efficient Deep Learning-Based Forward Solvers for Brain Tumor Growth Models
Preprint (Jan. 2025)
#p_rueckert#p_wiestler
JPL+25
TimeFlow: Longitudinal Brain Image Registration and Aging Progression Analysis
Preprint (Jan. 2025)
#p_rueckert#p_wachinger#p_wiestler
RSS+24
From Model Based to Learned Regularization in Medical Image Registration: A Comprehensive Review
Preprint (Dec. 2024)
#p_rueckert#p_schnabel
SRE+24
A Practical Guide to Fine-Tuning Language Models With Limited Data
Preprint (Nov. 2024)
#p_rueckert
RKZ+24
Complex-Valued Federated Learning With Differential Privacy and MRI Applications
DeCaF @MICCAI 2024
#p_kaissis#p_rueckert#p_schnabel
BBL+24
Supervised Contrastive Learning for Image-to-Graph Transformers
GRAIL @MICCAI 2024
#p_rueckert
LBR+24
Exploring Graphs as Data Representation for Disease Classification in Ophthalmology
GRAIL @MICCAI 2024
#p_menten#p_rueckert
BLS+24
Topologically Faithful Multi-Class Segmentation in Medical Images
MICCAI 2024
#p_bauer_u#p_jegelka#p_rueckert
LKM+24
Language Models Meet Anomaly Detection for Better Interpretability and Generalizability
MMMI @MICCAI 2024
#p_rueckert#p_schnabel#p_wiestler
JPG+24
Mamba? Catch the Hype or Rethink What Really Helps for Image Registration
WBIR @MICCAI 2024
#p_rueckert#p_wachinger#p_wiestler
KRS+24b
General Vision Encoder Features as Guidance in Medical Image Registration
WBIR @MICCAI 2024
#p_rueckert#p_schnabel
MKR+24
ChEX: Interactive Localization and Region Description in Chest X-Rays
ECCV 2024
#p_kaissis#p_rueckert
SRH+24
Distributed Non-Disclosive Validation of Predictive Models by a Modified ROC-GLM
BMC Medical Research Methodology 24.190. Aug. 2024
#p_bischl#p_rueckert
ERS+24
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
KKB+24
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
ICML 2024
#p_kaissis#p_rueckert
KZC+24
FlexR: Few-Shot Classification With Language Embeddings for Structured Reporting of Chest X-Rays
MIDL 2024
#p_navab#p_rueckert
WKW+24
Retinal Small Vessel Pathology Is Associated With Disease Burden in Multiple Sclerosis
Multiple Sclerosis Journal 30.7. Jun. 2024
#p_menten#p_rueckert
ZMS+24
Reconciling Privacy and Accuracy in AI for Medical Imaging
Nature Machine Intelligence 6. Jun. 2024
#p_kaissis#p_rueckert
SSD+24
Intensity-Based 3D Motion Correction for Cardiac MR Images
ISBI 2024
#p_rueckert
ZSP+24
Direct Cardiac Segmentation From Undersampled K-Space Using Transformers
ISBI 2024
#p_rueckert
ZSP+24b
Reconstruction-Free Segmentation From Undersampled K-Space Using Transformers
ISMRM 2024
#p_rueckert
AZK+24
Preserving Fairness and Diagnostic Accuracy in Private Large-Scale AI Models for Medical Imaging
Communications Medicine 4.46. Mar. 2024
#p_kaissis#p_rueckert
KPR+24
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
KZK+23
Optimal Privacy Guarantees for a Relaxed Threat Model: Addressing Sub-Optimal Adversaries in Differentially Private Machine Learning
NeurIPS 2023
#p_kaissis#p_rueckert
RKZ+23
Federated Electronic Health Records for the European Health Data Space
The Lancet Digital Health 5.11. Nov. 2023
#p_kaissis#p_rueckert
SWR+23
Metrics to Quantify Global Consistency in Synthetic Medical Images
DGM4 @MICCAI 2023
#p_menten#p_rueckert#p_wiestler
ZHS+23
Towards Generalised Neural Implicit Representations for Image Registration
DGM4 @MICCAI 2023
#p_rueckert#p_schnabel
HLH+23
Clustering Disease Trajectories in Contrastive Feature Space for Biomarker Proposal in Age-Related Macular Degeneration
MICCAI 2023
#p_menten#p_rueckert
SMP+23
NISF: Neural Implicit Segmentation Functions
MICCAI 2023
#p_rueckert#p_wiestler
MPZ+23
A Skeletonization Algorithm for Gradient-Based Optimization
ICCV 2023
#p_menten#p_rueckert#p_schnabel
Kha23
Rethinking Feature Attribution for Neural Network Explanation
Dissertation TU München. Aug. 2023
#p_rueckert
EKS+22
Interpretable Vertebral Fracture Diagnosis
IMIMIC @MICCAI 2022
#p_navab#p_rueckert#p_wiestler
LKZ+22
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
KKN+22
Do Explanations Explain? Model Knows Best
CVPR 2022
#p_navab#p_rueckert
KMC+22
Few-Shot Structured Radiology Report Generation Using Natural Language Prompts
Preprint (Mar. 2022)
#p_navab#p_rueckert
ZKL+21
Fine-Grained Neural Network Explanation by Identifying Input Features With Predictive Information
NeurIPS 2021
#p_bischl#p_navab#p_rueckert
KMB+21
Towards Semantic Interpretation of Thoracic Disease and COVID-19 Diagnosis Models
MICCAI 2021
#p_navab#p_rueckert
KZM+21
Explaining COVID-19 and Thoracic Pathology Model Predictions by Identifying Informative Input Features
MICCAI 2021
#p_bischl#p_navab#p_rueckert
KBK+21
Neural Response Interpretation Through the Lens of Critical Pathways
CVPR 2021
#p_navab#p_rueckert
DKS+20
Spatio-Temporal Learning From Longitudinal Data for Multiple Sclerosis Lesion Segmentation