RELICT-NI: Replica Detection in Synthetic Neuroimaging—A Study on Noncontrast CT and Time-of-Flight MRA

Our developed replica detection framework provides an important step towards standardized and rigorous validation practices of generative models in neuroimaging. Our method promotes the secure sharing of neuroimaging data and facilitates the development of robust deep learning models.

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Publication Details

Journal
Neuroinformatics
Published
2025-11-10
DOI
https://doi.org/10.1007/s12021-025-09745-2
Primary Topic
Functional Brain Connectivity Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

RELICT-NI: Replica Detection in Synthetic Neuroimaging—A Study on Noncontrast CT and Time-of-Flight MRA

Fujimaro Ishida, Adam Hilbert, Orhun Utku Aydin, Alexander Koch et al.
Neuroinformatics
Functional Brain Connectivity Studies
article

RELICT-NI: Replica Detection in Synthetic Neuroimaging—A Study on Noncontrast CT and Time-of-Flight MRA

Fujimaro Ishida, Adam Hilbert, Orhun Utku Aydin, Alexander Koch, Jana Rieger, Satoru Tanioka, Dietmar Frey, Felix Lohrke
article en

Abstract

Our developed replica detection framework provides an important step towards standardized and rigorous validation practices of generative models in neuroimaging. Our method promotes the secure sharing of neuroimaging data and facilitates the development of robust deep learning models.

NeuroinformaticsVol. 23(4)
Mie University (JP), Humboldt-Universität zu Berlin (DE), Mie Chuo Medical Center (JP), Charité - Universitätsmedizin Berlin (DE)
University of Southern California, European Commission, Bundesministerium für Bildung und Forschung, Berlin Institute of Health, University of California, Los Angeles, University of North Carolina at Chapel Hill, HORIZON EUROPE Framework Programme
Openalex Percentile: Top 67%
Functional Brain Connectivity Studies
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