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Julian McGinnis · SciRah

Researcher profile · Semantic Scholar

Julian McGinnis

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Julian McGinnis — researcher profile on SciRah

h-index: 7
Works: 26
Citations: 222

Most-cited papers

LST-AI: A deep learning ensemble for accurate MS lesion segmentation
Tun Wiltgen, Julian McGinnis, Sarah Schlaeger, F. Kofler +17 more
2023medRxiv83 citations Open access
Semantic Scholar
NISF: Neural Implicit Segmentation Functions
Nil Stolt-Ans'o, Julian McGinnis, Jia-Yu Pan, K. Hammernik +1 more
2023International Conference on Medical Image Computing and Computer-Assisted Intervention39 citations Open access
Semantic Scholar
A Genetic Risk Variant for Multiple Sclerosis Severity is Associated with Brain Atrophy
C. Gasperi, Tun Wiltgen, Julian McGinnis, Stefano Cerri +22 more
2023Annals of Neurology25 citations Open access
Semantic Scholar
SINR: Spline-enhanced implicit neural representation for multi-modal registration
Vasiliki Sideri-Lampretsa, Julian McGinnis, Huaqi Qiu, Magdalini Paschali +2 more
2024International Conference on Medical Imaging with Deep Learning18 citations
Semantic Scholar
Automatic segmentation of spinal cord lesions in MS: A robust tool for axial T2-weighted MRI scans
Enamundram Naga Karthik, Julian McGinnis, Ricarda Wurm, Sebastian Ruehling +16 more
2025medRxiv15 citations Open access
Semantic Scholar
MedFuncta: A Unified Framework for Learning Efficient Medical Neural Fields
Paul Friedrich, Florentin Bieder, Julian McGinnis, J. Wolleb +2 more
202510 citations
Semantic Scholar
Optimizing Rank for High-Fidelity Implicit Neural Representations
Julian McGinnis, Florian A. Hölzl, Suprosanna Shit, Florentin Bieder +5 more
2025arXiv.org10 citations
Semantic Scholar
Predictors and Implications of Myocardial Injury in Intracerebral Hemorrhage
Felix Hess, Julian McGinnis, Enayatullah Baki, Tun Wiltgen +7 more
2025Clinical Neuroradiology7 citations Open access
Semantic Scholar
Quantitative Susceptibility Mapping of Deep Grey Matter in MS: Association With Clinical Scores and Brain Volume Measures
Cuici Voon, J. Meineke, Tun Wiltgen, Julian McGinnis +9 more
2025Brain and Behavior5 citations Open access
Semantic Scholar
NISF++: Geometrically-grounded implicit representations of 3D+time cardiac function from 2D short- and long-axis MR views
Nil Stolt-Ans'o, Maik Dannecker, Steven Jia, Julian McGinnis +1 more
20263 citations
Semantic Scholar
Modeling the acquisition shift between axial and sagittal MRI for diffusion superresolution to enable axial spine segmentation
Robert Graf, H. Möller, Julian McGinnis, S. Rühling +8 more
2024International Conference on Medical Imaging with Deep Learning3 citations
Semantic Scholar
Differentiating central fever from infectious fever in intracerebral haemorrhage
Felix Hess, Enayatullah Baki, Julian McGinnis, Tun Wiltgen +8 more
2025Stroke and vascular neurology2 citations Open access
Semantic Scholar
Rule-based Key-Point Extraction for MR-Guided Biomechanical Digital Twins of the Spine
Robert Graf, Tanja Lerchl, K. Nispel, H. Möller +6 more
2025DT4H@MICCAI2 citations
Semantic Scholar
Generalizable Spinal Cord Multiple Sclerosis Lesion Segmentation Across MRI Contrasts, Protocols, and Centers
Pierre-Louis Benveniste, Laurent Létourneau-Guillon, David Araujo, Lydia Chougar +51 more
2026Multiple Sclerosis1 citations Open access
Semantic Scholar
Reversible hypervascularization drives cognitive decline and blood-brain barrier damage during aging
M. Todorov, Katalin Todorov-Völgyi, David P. Minde, S. Kapoor +13 more
2026bioRxiv1 citations Open access
Semantic Scholar
Towards quantitative intensity analysis of conventional T1-weighted images in multiple sclerosis
Tun Wiltgen, Julian McGinnis, Ronja C. Berg, Cuici Voon +9 more
2025NeuroImage1 citations Open access
Semantic Scholar
Observation-Conditioned Latent Energy Priors for Sparse Implicit Neural Shape Completion
Paul Büschl, E. de la Rosa, J. Wolleb, Julian McGinnis +2 more
20260 citations
Semantic Scholar
MedMCP: An Open Agentic Ecosystem for Medical Imaging Workflows
Julian McGinnis, Paul Friedrich, Mark Muhlau, J. Kirschke +4 more
2026bioRxiv0 citations Open access
Semantic Scholar
Temporal Patterns of Fever Onset as an Indicator of Etiology in Intracerebral Hemorrhage
Felix Hess, Enayatullah Baki, Julian McGinnis, Tun Wiltgen +8 more
2026Neurology International0 citations Open access
Semantic Scholar
Longitudinal tracking of multiple sclerosis lesions in the spinal cord: A validation study
Pierre-Louis Benveniste, Julian McGinnis, S. Kolind, Larry D. Lynd +10 more
20260 citations
Semantic Scholar
What Cohort INRs Encode and Where to Freeze Them
Vasiliki Sideri-Lampretsa, Sophie Starck, Robbie Holland, Julian McGinnis +1 more
2026arXiv.org0 citations
Semantic Scholar
The Prognostic Value of Paramagnetic Rim Lesions in People With Multiple Sclerosis
M. Lauerer, Cuici Voon, Julian McGinnis, D. Sepp +11 more
2026Neurology0 citations Open access
Semantic Scholar
Improved visualization and segmentation of the choroid plexus using double inversion recovery MRI
M. Lauerer, Julian McGinnis, Cornelius Berberich, Tun Wiltgen +5 more
2026medRxiv0 citations Open access
Semantic Scholar
What Makes a Good Medical Image Tokenizer? Rethinking Reconstruction and Generation in Medical Image Tokenization
Niklas Bubeck, Yundi Zhang, Vasiliki Sideri-Lampretsa, Julian McGinnis +3 more
20260 citations
Semantic Scholar
Interpretable deformable image registration: A geometric deep learning perspective
Vasiliki Sideri-Lampretsa, Nil Stolt-Ans'o, Huaqi Qiu, Julian McGinnis +3 more
20240 citations
Semantic Scholar
MSMilan2023 – Late Breaking Oral Presentations
H. Vietzen, S. Berger, Laura M. Kühner, Philippe L Furlano +92 more
2023Multiple Sclerosis0 citations Open access
Semantic Scholar
B EYOND U NIFORMITY : R EGULARIZING I MPLICIT N EURAL R EPRESENTATIONS THROUGH A L IPSCHITZ L ENS
Julian McGinnis, Suprosanna Shit, Florian A. H¨olzl, Paul Friedrich +7 more
0 citations
Semantic Scholar

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