Uncovering and Correcting Shortcut Learning in Machine Learning Models for Skin Cancer Diagnosis

Machine learning models have been successfully applied for analysis of skin images. However, due to the black box nature of such deep learning models, it is difficult to understand their underlying reasoning. This prevents a human from validating whether the model is right for the right reasons. Spu...

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Prif Awduron:	Meike Nauta, Ricky Walsh, Adam Dubowski, Christin Seifert
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	MDPI AG 2021-12-01
Cyfres:	Diagnostics
Pynciau:	deep learning explainable AI skin cancer diagnosis inpainting shortcut learning model bias
Mynediad Ar-lein:	https://www.mdpi.com/2075-4418/12/1/40
Tagiau:	Ychwanegu Tag Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!