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Automated identification of MRI series using a hierarchical modular machine-learning pipeline

Abstract Objective The volume and diversity of large MR imaging datasets require efficient automated labelling tools for cataloguing MR series, as manual annotation is impractical and costly. However, relying on DICOM header fields alone is unreliable because sequence descriptors are heterogeneous a...

Whakaahuatanga katoa

I tiakina i:
Ngā taipitopito rārangi puna kōrero
Ngā kaituhi matua: Mariusz J. Kujawa, Matías Fernández‑Patón, Leonor Cerdá Alberich, Diana Veiga-Canuto, Luis Martí‑Bonmatí
Hōputu: Artigo
Reo:Inglês
I whakaputaina: SpringerOpen 2026-05-01
Rangatū:European Radiology Experimental
Ngā marau:
Urunga tuihono:https://doi.org/10.1186/s41747-026-00740-z
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