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

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第一作者： Kris D,McCombe

第一单位： Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.

作者： Kris D,McCombe ^[1] ; Stephanie G,Craig ^[1] ; Amélie,Viratham Pulsawatdi ^[1] ; Javier I,Quezada-Marín ^[1] ; Matthew,Hagan ^[1] ; Simon,Rajendran ^[2] ; Matthew P,Humphries ^[1] ; Victoria,Bingham ^[1] ; Manuel,Salto-Tellez ^[3] ; Richard,Gault ^[4] ; Jacqueline A,James ^[5]

作者单位： Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland. ^[1] Belfast Health and Social Care Trust, Belfast, Northern Ireland. ^[2] Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.;Belfast Health and Social Care Trust, Belfast, Northern Ireland.;The Institute of Cancer Research, London United Kingdom. ^[3] The School of Electronics, Electrical Engineering and Computer Science, Queen's University Belfast, Belfast, Northern Ireland. ^[4] Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland.;Belfast Health and Social Care Trust, Belfast, Northern Ireland. ^[5]

关键词 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

DOI 10.1016/j.csbj.2021.08.033

PMID 34522291

发布时间 2024-04-03

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