Fully automatic segmentation of diffuse large B cell lymphoma lesions on 3D FDG-PET/CT for total metabolic tumour volume prediction using a convolutional neural network.

Blanc-Durand, Paul; Jégou, Simon; Kanoun, Salim; Berriolo-Riedinger, Alina; Bodet-Milin, Caroline; Kraeber-Bodéré, Françoise; Carlier, Thomas; Le Gouill, Steven; Casasnovas, René-Olivier; Meignan, Michel; Itti, Emmanuel

Blanc-Durand, Paul; Jégou, Simon; Kanoun, Salim; Berriolo-Riedinger, Alina; Bodet-Milin, Caroline; Kraeber-Bodéré, Françoise; Carlier, Thomas; Le Gouill, Steven; Casasnovas, René-Olivier; Meignan, Michel; Itti, Emmanuel.

Afiliação

Blanc-Durand P; Department of Nuclear Medicine, CHU H. Mondor, AP-HP, F-94010, Créteil, France. paul.blancdurand@aphp.fr.
Jégou S; LYmphoma Study Association (LYSA), Pierre-Bénite, France. paul.blancdurand@aphp.fr.
Kanoun S; INSERM IMRB Team 8, U-PEC, F-94000, Créteil, France. paul.blancdurand@aphp.fr.
Berriolo-Riedinger A; INRIA Epione Team, Sophia Antipolis, France. paul.blancdurand@aphp.fr.
Bodet-Milin C; Service de Médecine Nucléaire, CHU Henri Mondor, 51 ave. Du Mal de Lattre de Tassigny, 94010, Créteil, France. paul.blancdurand@aphp.fr.
Kraeber-Bodéré F; Owkin, F-75010, Paris, France.
Carlier T; LYmphoma Study Association (LYSA), Pierre-Bénite, France.
Le Gouill S; Department of Nuclear Medicine, Institut C. Regaud, F-31000, Toulouse, France.
Casasnovas RO; LYmphoma Study Association (LYSA), Pierre-Bénite, France.
Meignan M; Department of Nuclear Medicine, Centre G.-F. Leclerc, F-21000, Dijon, France.
Itti E; LYmphoma Study Association (LYSA), Pierre-Bénite, France.

Eur J Nucl Med Mol Imaging ; 48(5): 1362-1370, 2021 05.

Article em En | MEDLINE | ID: mdl-33097974

Assuntos

Fluordesoxiglucose F18; Linfoma Difuso de Grandes Células B; Humanos; Linfoma Difuso de Grandes Células B/diagnóstico por imagem; Redes Neurais de Computação; Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada; Estudos Prospectivos; Reprodutibilidade dos Testes; Estudos Retrospectivos; Carga Tumoral

Palavras-chave

Convolutional neural network; Deep learning; Lymphoma; Positron emission tomography; Segmentation; Total metabolic tumour volume; U-net

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Linfoma Difuso de Grandes Células B / Fluordesoxiglucose F18 Idioma: En Ano de publicação: 2021 Tipo de documento: Article

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