McGinnis, Julian

5 publications

ICLR 2026 Beyond Uniformity: Regularizing Implicit Neural Representations Through a Lipschitz Lens Julian McGinnis, Suprosanna Shit, Florian A. Hölzl, Paul Friedrich, Paul Büschl, Vasiliki Sideri-Lampretsa, Mark Mühlau, Philippe C. Cattin, Bjoern Menze, Daniel Rueckert, Benedikt Wiestler

MIDL 2026 MedFuncta: A Unified Framework for Learning Efficient Medical Neural Fields Paul Friedrich, Florentin Bieder, Julian McGinnis, Julia Wolleb, Daniel Rueckert, Philippe C. Cattin

MIDL 2026 NISF$++$: Geometrically-Grounded Implicit Representations of 3D$+$time Cardiac Function from 2D Short- and Long-Axis MR Views Nil Stolt-Ansó, Maik Dannecker, Steven Jia, Julian McGinnis, Daniel Rueckert

MIDL 2024 Modeling the Acquisition Shift Between Axial and Sagittal MRI for Diffusion Superresolution to Enable Axial Spine Segmentation Robert Graf, Hendrik Möller, Julian McGinnis, Sebastian Rühling, Maren Weihrauch, Matan Atad, Suprosanna Shit, Bjoern Menze, Mark Mühlau, Johannes C. Paetzold, Daniel Rueckert, Jan Kirschke

MIDL 2024 SINR: Spline-Enhanced Implicit Neural Representation for Multi-Modal Registration Vasiliki Sideri-Lampretsa, Julian McGinnis, Huaqi Qiu, Magdalini Paschali, Walter Simson, Daniel Rueckert