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Mimicry Embedding Facilitates Advanced Neural Network Training for Image-Based Pathogen Detection

Mimicry Embedding Facilitates Advanced Neural Network Training for Image-Based Pathogen Detection

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_d26b0508dfde4b1581e6233c5ef9daa5

Mimicry Embedding Facilitates Advanced Neural Network Training for Image-Based Pathogen Detection

About this item

Full title

Mimicry Embedding Facilitates Advanced Neural Network Training for Image-Based Pathogen Detection

Publisher

United States: American Society for Microbiology

Journal title

mSphere, 2020-09, Vol.5 (5)

Language

English

Formats

Publication information

Publisher

United States: American Society for Microbiology

More information

Scope and Contents

Contents

The use of deep neural networks (DNNs) for analysis of complex biomedical images shows great promise but is hampered by a lack of large verified data sets for rapid network evolution. Here, we present a novel strategy, termed "mimicry embedding," for rapid application of neural network architecture-based analysis of pathogen imaging data sets. Embe...

Alternative Titles

Full title

Mimicry Embedding Facilitates Advanced Neural Network Training for Image-Based Pathogen Detection

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_d26b0508dfde4b1581e6233c5ef9daa5

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_d26b0508dfde4b1581e6233c5ef9daa5

Other Identifiers

ISSN

2379-5042

E-ISSN

2379-5042

DOI

10.1128/mSphere.00836-20

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