Optimizing deep learning-based segmentation of densely packed cells using cell surface markers
Optimizing deep learning-based segmentation of densely packed cells using cell surface markers
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England: BioMed Central Ltd
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English
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England: BioMed Central Ltd
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Spatial molecular profiling depends on accurate cell segmentation. Identification and quantitation of individual cells in dense tissues, e.g. highly inflamed tissue caused by viral infection or immune reaction, remains a challenge.
We first assess the performance of 18 deep learning-based cell segmentation models, either pre-trained or trained b...
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Optimizing deep learning-based segmentation of densely packed cells using cell surface markers
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TN_cdi_doaj_primary_oai_doaj_org_article_ba9b714458134d6cb1d81dd6a44e802b
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https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_ba9b714458134d6cb1d81dd6a44e802b
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ISSN
1472-6947
E-ISSN
1472-6947
DOI
10.1186/s12911-024-02502-6