Quantifying the effects of biopsy fixation and staining panel design on automatic instance segmentation of immune cells in human lupus nephritis.

Durkee, Madeleine S; Abraham, Rebecca; Ai, Junting; Veselits, Margaret; Clark, Marcus R; Giger, Maryellen L

Durkee, Madeleine S; Abraham, Rebecca; Ai, Junting; Veselits, Margaret; Clark, Marcus R; Giger, Maryellen L.

Afiliação

Durkee MS; University of Chicago, Committee on Medical Physics, Department of Radiology, Chicago, Illinois, United States.
Abraham R; University of Chicago, Section of Rheumatology and Gwen Knapp Center for Lupus and Immunology Resear, United States.
Ai J; University of Chicago, Section of Rheumatology and Gwen Knapp Center for Lupus and Immunology Resear, United States.
Veselits M; University of Chicago, Section of Rheumatology and Gwen Knapp Center for Lupus and Immunology Resear, United States.
Clark MR; University of Chicago, Section of Rheumatology and Gwen Knapp Center for Lupus and Immunology Resear, United States.
Giger ML; University of Chicago, Committee on Medical Physics, Department of Radiology, Chicago, Illinois, United States.

J Biomed Opt ; 26(2)2021 01.

Article em En | MEDLINE | ID: mdl-33420765

Assuntos

Nefrite Lúpica; Biópsia; Humanos; Processamento de Imagem Assistida por Computador; Nefrite Lúpica/diagnóstico por imagem; Redes Neurais de Computação; Coloração e Rotulagem

Palavras-chave

deep learning; high-throughput image analysis; immunology; instance segmentation

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Nefrite Lúpica Limite: Humans Idioma: En Revista: J Biomed Opt Assunto da revista: ENGENHARIA BIOMEDICA / OFTALMOLOGIA Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Estados Unidos

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