Integrating Domain Knowledge into Deep Learning for Skin Lesion Risk Prioritization to Assist Teledermatology Referral

Integrating Domain Knowledge into Deep Learning for Skin Lesion Risk Prioritization to Assist Teledermatology Referral

Teledermatology has developed rapidly in recent years and is nowadays an essential tool for early diagnosis. In this work, we aim to improve existing Teledermatology processes for skin lesion diagnosis by developing a deep learning approach for risk prioritization with a dataset of retrospective dat...

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Bibliographic Details
Main Authors: Rafaela Carvalho, Ana C. Morgado, Catarina Andrade, Tudor Nedelcu, André Carreiro, Maria João M. Vasconcelos
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Diagnostics
Subjects:
teledermatology
risk prioritization
skin lesion classification
domain knowledge
hierarchical learning
curriculum learning
Online Access:https://www.mdpi.com/2075-4418/12/1/36

Internet

https://www.mdpi.com/2075-4418/12/1/36

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