Evaluation of the Use of Single- and Multi-Magnification Convolutional Neural Networks for the Determination and Quantitation of Lesions in Nonclinical Pathology Studies.

Kuklyte, Jogile; Fitzgerald, Jenny; Nelissen, Sophie; Wei, Haolin; Whelan, Aoife; Power, Adam; Ahmad, Ajaz; Miarka, Martyna; Gregson, Mark; Maxwell, Michael; Raji, Ruka; Lenihan, Joseph; Finn-Moloney, Eve; Rafferty, Mairin; Cary, Maurice; Barale-Thomas, Erio; O'Shea, Donal

Kuklyte, Jogile; Fitzgerald, Jenny; Nelissen, Sophie; Wei, Haolin; Whelan, Aoife; Power, Adam; Ahmad, Ajaz; Miarka, Martyna; Gregson, Mark; Maxwell, Michael; Raji, Ruka; Lenihan, Joseph; Finn-Moloney, Eve; Rafferty, Mairin; Cary, Maurice; Barale-Thomas, Erio; O'Shea, Donal.

Afiliação

Kuklyte J; Deciphex, 8818Dublin City University, Dublin, Ireland.
Fitzgerald J; Deciphex, 8818Dublin City University, Dublin, Ireland.
Nelissen S; 50148Janssen Pharmaceutica NV, Janssen R&D, Beerse, Belgium.
Wei H; Deciphex, 8818Dublin City University, Dublin, Ireland.
Whelan A; Deciphex, 8818Dublin City University, Dublin, Ireland.
Power A; Deciphex, 8818Dublin City University, Dublin, Ireland.
Ahmad A; Deciphex, 8818Dublin City University, Dublin, Ireland.
Miarka M; Deciphex, 8818Dublin City University, Dublin, Ireland.
Gregson M; Deciphex, 8818Dublin City University, Dublin, Ireland.
Maxwell M; Deciphex, 8818Dublin City University, Dublin, Ireland.
Raji R; Deciphex, 8818Dublin City University, Dublin, Ireland.
Lenihan J; Deciphex, 8818Dublin City University, Dublin, Ireland.
Finn-Moloney E; Deciphex, 8818Dublin City University, Dublin, Ireland.
Rafferty M; Deciphex, 8818Dublin City University, Dublin, Ireland.
Cary M; Pathology Experts GmbH, Technologie Zentrum Witterswil, Witters, Switzerland.
Barale-Thomas E; 50148Janssen Pharmaceutica NV, Janssen R&D, Beerse, Belgium.
O'Shea D; Deciphex, 8818Dublin City University, Dublin, Ireland.

Toxicol Pathol ; 49(4): 815-842, 2021 06.

Article em En | MEDLINE | ID: mdl-33618634

Assuntos

Inteligência Artificial; Redes Neurais de Computação; Animais; Processamento de Imagem Assistida por Computador; Ratos

Palavras-chave

artificial intelligence; convolutional neural network; data curation; digital pathology; generalized lesion detection; multi-magnification; whole-slide imaging

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Inteligência Artificial / Redes Neurais de Computação Idioma: En Ano de publicação: 2021 Tipo de documento: Article

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