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A review of deep learning-based Unsupervised Anomaly Detection in brain MRI.

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Title: A review of deep learning-based Unsupervised Anomaly Detection in brain MRI.
Authors: Behrendt F; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany. Electronic address: finn.behrendt@tuhh.de., Bhattacharya D; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany., Maack L; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany., Krüger J; Jung Diagnostics GmbH, Röntgenstraße 24, Hamburg, 22335, Germany., Opfer R; Jung Diagnostics GmbH, Röntgenstraße 24, Hamburg, 22335, Germany., Schlaefer A; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany.
Source: Medical image analysis [Med Image Anal] 2026 Jul; Vol. 112, pp. 104076. Date of Electronic Publication: 2026 Apr 15.
Publication Type: Journal Article; Review; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Behrendt+F%22">Behrendt F</searchLink>; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany. Electronic address: finn.behrendt@tuhh.de.<br /><searchLink fieldCode="AU" term="%22Bhattacharya+D%22">Bhattacharya D</searchLink>; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany.<br /><searchLink fieldCode="AU" term="%22Maack+L%22">Maack L</searchLink>; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany.<br /><searchLink fieldCode="AU" term="%22Krüger+J%22">Krüger J</searchLink>; Jung Diagnostics GmbH, Röntgenstraße 24, Hamburg, 22335, Germany.<br /><searchLink fieldCode="AU" term="%22Opfer+R%22">Opfer R</searchLink>; Jung Diagnostics GmbH, Röntgenstraße 24, Hamburg, 22335, Germany.<br /><searchLink fieldCode="AU" term="%22Schlaefer+A%22">Schlaefer A</searchLink>; Hamburg University of Technology, Am Schwarzenberg-Campus 1, Hamburg, 21073, Germany.
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        Value: 10.1016/j.media.2026.104076
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              Text: 2026 Jul
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