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Hierarchical skin lesion image classification with prototypical decision tree

Hierarchical skin lesion image classification with prototypical decision tree

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_622be13d228e462c9851c54f0cc25a78

Hierarchical skin lesion image classification with prototypical decision tree

About this item

Full title

Hierarchical skin lesion image classification with prototypical decision tree

Publisher

London: Nature Publishing Group UK

Journal title

NPJ digital medicine, 2025-01, Vol.8 (1), p.26-15, Article 26

Language

English

Formats

Publication information

Publisher

London: Nature Publishing Group UK

More information

Scope and Contents

Contents

Traditional disease classification models often disregard the clinical significance of misclassifications and lack interpretability. To overcome these challenges, we propose a hierarchical prototypical decision tree (HPDT) for skin lesion classification. HPDT combines prototypical networks and decision trees, leveraging a class hierarchy to guide i...

Alternative Titles

Full title

Hierarchical skin lesion image classification with prototypical decision tree

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_622be13d228e462c9851c54f0cc25a78

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_622be13d228e462c9851c54f0cc25a78

Other Identifiers

ISSN

2398-6352

E-ISSN

2398-6352

DOI

10.1038/s41746-024-01395-z

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