Automated quantification of myocardial tissue characteristics from native T<sub>1</sub> mapping using neural networks with uncertainty-based quality-control.

Puyol-Antón, Esther; Ruijsink, Bram; Baumgartner, Christian F; Masci, Pier-Giorgio; Sinclair, Matthew; Konukoglu, Ender; Razavi, Reza; King, Andrew P

Automated quantification of myocardial tissue characteristics from native T₁ mapping using neural networks with uncertainty-based quality-control.

Puyol-Antón, Esther; Ruijsink, Bram; Baumgartner, Christian F; Masci, Pier-Giorgio; Sinclair, Matthew; Konukoglu, Ender; Razavi, Reza; King, Andrew P.

Afiliação

Puyol-Antón E; School of Biomedical Engineering & Imaging Sciences, King's College London, Rayne Institute, 4th Floor Lambeth Wing St Thomas Hospital, Westminster Bridge Road, London, SE1 7EH, UK. esther.puyol_anton@kcl.ac.uk.
Ruijsink B; School of Biomedical Engineering & Imaging Sciences, King's College London, Rayne Institute, 4th Floor Lambeth Wing St Thomas Hospital, Westminster Bridge Road, London, SE1 7EH, UK.
Baumgartner CF; Department of Adult and Paediatric Cardiology, Guy's and St Thomas' NHS Foundation Trust, London, UK.
Masci PG; Computer Vision Lab, ETH Zürich, Sternwartstrasse 7, Zürich, Switzerland.
Sinclair M; School of Biomedical Engineering & Imaging Sciences, King's College London, Rayne Institute, 4th Floor Lambeth Wing St Thomas Hospital, Westminster Bridge Road, London, SE1 7EH, UK.
Konukoglu E; Department of Adult and Paediatric Cardiology, Guy's and St Thomas' NHS Foundation Trust, London, UK.
Razavi R; Biomedical Image Analysis Group, Department of Computing, Imperial College London, 3rd floor Huxley Building, 180 Queen's Gate, London, SW7 2AZ, UK.
King AP; Computer Vision Lab, ETH Zürich, Sternwartstrasse 7, Zürich, Switzerland.

J Cardiovasc Magn Reson ; 22(1): 60, 2020 08 20.

Article em En | MEDLINE | ID: mdl-32814579

Assuntos

Cardiomiopatias/diagnóstico por imagem; Interpretação de Imagem Assistida por Computador; Imageamento por Ressonância Magnética; Miocárdio/patologia; Redes Neurais de Computação; Automação; Teorema de Bayes; Cardiomiopatias/patologia; Cardiomiopatias/fisiopatologia; Estudos de Casos e Controles; Humanos; Valor Preditivo dos Testes; Controle de Qualidade; Reprodutibilidade dos Testes; Volume Sistólico; Incerteza; Função Ventricular Esquerda

Palavras-chave

Automatic analysis; Cardiac MR Segmentation; Convolutional neural networks; Native T1 mapping; Quality control; UK Biobank

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Imageamento por Ressonância Magnética / Interpretação de Imagem Assistida por Computador / Redes Neurais de Computação / Cardiomiopatias / Miocárdio Tipo de estudo: Guideline / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Ano de publicação: 2020 Tipo de documento: Article

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