HistoNeXt: dual-mechanism feature pyramid network for cell nuclear segmentation and classification
HistoNeXt: dual-mechanism feature pyramid network for cell nuclear segmentation and classification
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Author / Creator
Chen, Junxiao , Wang, Ruixue , Dong, Wei , He, Hua and Wang, Shiyong
Publisher
England: BioMed Central Ltd
Journal title
Language
English
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Publication information
Publisher
England: BioMed Central Ltd
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Scope and Contents
Contents
To develop an end-to-end convolutional neural network model for analyzing hematoxylin and eosin(H&E)-stained histological images, enhancing the performance and efficiency of nuclear segmentation and classification within the digital pathology workflow.
We propose a dual-mechanism feature pyramid fusion technique that integrates nuclear segmentat...
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Full title
HistoNeXt: dual-mechanism feature pyramid network for cell nuclear segmentation and classification
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Author / Creator
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Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_77b489d760b74254b4d0399e9604855a
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_77b489d760b74254b4d0399e9604855a
Other Identifiers
ISSN
1471-2342
E-ISSN
1471-2342
DOI
10.1186/s12880-025-01550-2