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Automatic CNN-based detection of cardiac MR motion artefacts using k-space data augmentation and curriculum learning.
Oksuz, Ilkay; Ruijsink, Bram; Puyol-Antón, Esther; Clough, James R; Cruz, Gastao; Bustin, Aurelien; Prieto, Claudia; Botnar, Rene; Rueckert, Daniel; Schnabel, Julia A; King, Andrew P.
Afiliação
  • Oksuz I; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK. Electronic address: ilkay.oksuz@kcl.ac.uk.
  • Ruijsink B; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK; Guy's and St Thomas' Hospital NHS Foundation Trust, London, UK.
  • Puyol-Antón E; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
  • Clough JR; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
  • Cruz G; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
  • Bustin A; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
  • Prieto C; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
  • Botnar R; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
  • Rueckert D; Biomedical Image Analysis Group, Imperial College, London, UK.
  • Schnabel JA; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
  • King AP; School of Biomedical Engineering & Imaging Sciences, King's College, London, UK.
Med Image Anal ; 55: 136-147, 2019 07.
Article em En | MEDLINE | ID: mdl-31055126
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Redes Neurais de Computação / Artefatos / Imagem Cinética por Ressonância Magnética / Aprendizado de Máquina / Coração Tipo de estudo: Diagnostic_studies / Guideline / Prognostic_studies Limite: Humans Idioma: En Revista: Med Image Anal Assunto da revista: DIAGNOSTICO POR IMAGEM Ano de publicação: 2019 Tipo de documento: Article
Texto completo
Imprimir
XML
PubMed Links
Buscar no Google

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Redes Neurais de Computação / Artefatos / Imagem Cinética por Ressonância Magnética / Aprendizado de Máquina / Coração Tipo de estudo: Diagnostic_studies / Guideline / Prognostic_studies Limite: Humans Idioma: En Revista: Med Image Anal Assunto da revista: DIAGNOSTICO POR IMAGEM Ano de publicação: 2019 Tipo de documento: Article