Starck, Sophie;Sideri-Lampretsa, Vasiliki;Kainz, Bernhard;Menten, Martin J;Mueller, Tamara T;Rueckert, Daniel
Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases.
IEEE Trans Med Imaging
2026
45
1
257-268

Varma, Aswathi;Scholz, Daniel;Erdur, Ayhan Can;Peeken, Jan C.;Rueckert, Daniel;Wiestler, Benedikt
Improving out-of-domain generalization in Multiple Sclerosis detection and segmentation using Random Convolutions
Pattern Recognit Lett
2026
199
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Ricci, Pietro;Bonaudo, Camilla;Ezhov, Ivan;Toaha, Anam;Nardini, Dorotea;Camelia, Manuel;Lucidi, Federica;Nozzoli, Filippo;Mach, Tim;Tachtsidis, Ilias;Rueckert, Daniel;Della Puppa, Alessandro;Giannoni, Luca;Pavone, Francesco S
A Label-Free Hyperspectral Imaging Device for Ex Vivo Characterization and Grading of Meningioma Tissues.
J Biophotonics
2026
19
3

Reithmeir, Anna;Spieker, Veronika;Sideri-Lampretsa, Vasiliki;Rueckert, Daniel;Schnabel, Julia A;Zimmer, Veronika A
From model based to learned regularization in medical image registration: A comprehensive review.
Med Image Anal
2026
108

Ghoul, Aya;Cassal Paulson, Paxstan;Lingg, Andreas;Krumm, Patrick;Hammernik, Kerstin;Rueckert, Daniel;Gatidis, Sergios;Küstner, Thomas
Multi-Frame Image Registration for Automated Ventricular Function Assessment in Single Breath-Hold Cine MRI Using Limited Labels.
Magn Reson Med
2026
95
3
1762-1777

Dannecker, Maik;Sideri-Lampretsa, Vasiliki;Starck, Sophie;Mihailov, Angeline;Milh, Mathieu;Girard, Nadine;Auzias, Guillaume;Rueckert, Daniel
CINeMA: Conditional Implicit Neural Multi-Modal Atlas for a Spatio-Temporal Representation of the Perinatal Brain.
IEEE Trans Med Imaging
2026
45
2
738-750

Scholz, Daniel;Erdur, Ayhan Can;Peeken, Jan C;Varma, Aswathi;Graf, Robert;Kirschke, Jan S;Rueckert, Daniel;Wiestler, Benedikt
Random Convolutions for Domain Generalization of Deep Learning-based Medical Image Segmentation Models.
Radiol Artif Intell
2026
8
1

Graf, Robert;Platzek, Paul;Riedel, Evamaria Olga;Ramschütz, Constanze;Starck, Sophie;Möller, Hendrik K;Atad, Matan;Völzke, Henry;Bülow, Robin;Schmidt, Carsten Oliver;Rüdebusch, Julia;Jung, Matthias;Reisert, Marco;Weiss, Jakob;Löffler, Maximilian T;Bamberg, Fabian;Wiestler, Benedikt;Paetzold, Johannes C;Rueckert, Daniel;Kirschke, Jan Stefan
VIBESegmentator: full body MRI segmentation for the NAKO and UK Biobank.
Eur Radiol
2026
36
4
2548-2562

Spieker, Veronika;Eichhorn, Hannah;Huang, Wenqi;Stelter, Jonathan K;Catalan, Tabita;Braren, Rickmer F;Rueckert, Daniel;Sahli Costabal, Francisco;Hammernik, Kerstin;Karampinos, Dimitrios C;Prieto, Claudia;Schnabel, Julia A
PISCO: Self-supervised k-space regularization for improved neural implicit k-space representations of dynamic MRI.
Med Image Anal
2026
109