HistoClean: Open-source software for histological image pre-processing and augmentation to improve development of robust convolutional neural networks.

McCombe, Kris D; Craig, Stephanie G; Viratham Pulsawatdi, Amélie; Quezada-Marín, Javier I; Hagan, Matthew; Rajendran, Simon; Humphries, Matthew P; Bingham, Victoria; Salto-Tellez, Manuel; Gault, Richard; James, Jacqueline A

McCombe, Kris D; Craig, Stephanie G; Viratham Pulsawatdi, Amélie; Quezada-Marín, Javier I; Hagan, Matthew; Rajendran, Simon; Humphries, Matthew P; Bingham, Victoria; Salto-Tellez, Manuel; Gault, Richard; James, Jacqueline A.

Afiliação

McCombe KD; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Craig SG; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Viratham Pulsawatdi A; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Quezada-Marín JI; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Hagan M; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Rajendran S; Belfast Health and Social Care Trust, Belfast, Northern Ireland.
Humphries MP; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Bingham V; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Salto-Tellez M; Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.
Gault R; Belfast Health and Social Care Trust, Belfast, Northern Ireland.
James JA; The Institute of Cancer Research, London United Kingdom.

Comput Struct Biotechnol J ; 19: 4840-4853, 2021.

Article em En | MEDLINE | ID: mdl-34522291

Palavras-chave

AI, Artificial Intelligence; AUC, Area Under Curve; Artificial intelligence; DIA, Digital Image Analysis; Digital image analysis; GUI, Graphical User Interface; HistoClean; Image augmentation; Image pre-processing; Open-source software; ROC, Receiver-Operator Characteristic

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Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Ano de publicação: 2021 Tipo de documento: Article

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Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Ano de publicação: 2021 Tipo de documento: Article