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StRegA: Unsupervised anomaly detection in brain MRIs using a compact context-encoding variational autoencoder.
Chatterjee, Soumick; Sciarra, Alessandro; Dünnwald, Max; Tummala, Pavan; Agrawal, Shubham Kumar; Jauhari, Aishwarya; Kalra, Aman; Oeltze-Jafra, Steffen; Speck, Oliver; Nürnberger, Andreas.
Affiliation
  • Chatterjee S; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany; Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, Germany; Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany. Electronic address: soumick.chatterjee@ovgu.de.
  • Sciarra A; Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany; MedDigit, Department of Neurology, Medical Faculty, University Hospital, Magdeburg, Germany.
  • Dünnwald M; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany; MedDigit, Department of Neurology, Medical Faculty, University Hospital, Magdeburg, Germany.
  • Tummala P; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany.
  • Agrawal SK; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany.
  • Jauhari A; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany.
  • Kalra A; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany.
  • Oeltze-Jafra S; MedDigit, Department of Neurology, Medical Faculty, University Hospital, Magdeburg, Germany; Center for Behavioral Brain Sciences, Magdeburg, Germany.
  • Speck O; Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany; German Center for Neurodegenerative Disease, Magdeburg, Germany; Center for Behavioral Brain Sciences, Magdeburg, Germany; Leibniz Institute for Neurobiology, Magdeburg, Germany.
  • Nürnberger A; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany; Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, Germany; Center for Behavioral Brain Sciences, Magdeburg, Germany.
Comput Biol Med ; 149: 106093, 2022 10.
Article in En | MEDLINE | ID: mdl-36116318
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Image Processing, Computer-Assisted / Brain Neoplasms Type of study: Diagnostic_studies / Guideline / Prognostic_studies Limits: Humans Language: En Journal: Comput Biol Med Year: 2022 Document type: Article
Fulltext
Add to My VHL
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Image Processing, Computer-Assisted / Brain Neoplasms Type of study: Diagnostic_studies / Guideline / Prognostic_studies Limits: Humans Language: En Journal: Comput Biol Med Year: 2022 Document type: Article