An attention-based weakly supervised framework for spitzoid melanocytic lesion diagnosis in whole slide images

Melanoma is an aggressive neoplasm responsible for the majority of deaths from skin cancer. Specifically, spitzoid melanocytic tumors are one of the most challenging melanocytic lesions due to their ambiguous morphological features. The gold standard for its diagnosis and prognosis is the analysis o...

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Veröffentlicht in:	Artificial intelligence in medicine 2021-11, Vol.121, p.102197-102197, Article 102197
Hauptverfasser:	del Amor, Rocío, Launet, Laëtitia, Colomer, Adrián, Moscardó, Anaïs, Mosquera-Zamudio, Andrés, Monteagudo, Carlos, Naranjo, Valery
Format:	Artikel
Sprache:	eng
Schlagworte:	Attention convolutional neural network Histopathological whole-slide images Inductive transfer learning Multiple instance learning Spitzoid lesions
Online-Zugang:	Volltext
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