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Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring

Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_05d2f4c01306429280510ddf4bbc63d1

Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring

About this item

Full title

Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring

Publisher

London: Nature Publishing Group UK

Journal title

Scientific reports, 2025-05, Vol.15 (1), p.15980-14, Article 15980

Language

English

Formats

Publication information

Publisher

London: Nature Publishing Group UK

More information

Scope and Contents

Contents

Segmenting histological images and analyzing relevant regions are crucial for supporting pathologists in diagnosing various diseases. In prostate cancer diagnosis, Gleason grading and scoring relies on the recognition of different patterns in tissue samples. However, annotating large histological datasets is laborious, expensive, and often limited...

Alternative Titles

Full title

Enhanced hierarchical attention mechanism for mixed MIL in automatic Gleason grading and scoring

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_05d2f4c01306429280510ddf4bbc63d1

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_05d2f4c01306429280510ddf4bbc63d1

Other Identifiers

ISSN

2045-2322

E-ISSN

2045-2322

DOI

10.1038/s41598-025-00048-9

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