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

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

ABSTRACT 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 arch...

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Bibliographic Details
Main Authors: Artur Yakimovich, Moona Huttunen, Jerzy Samolej, Barbara Clough, Nagisa Yoshida, Serge Mostowy, Eva-Maria Frickel, Jason Mercer
Format: Article
Language:English
Published: American Society for Microbiology 2020-10-01
Series:mSphere
Subjects:
capsule networks
transfer learning
superresolution microscopy
vaccinia virus
Toxoplasma gondii
zebrafish
Online Access:https://journals.asm.org/doi/10.1128/mSphere.00836-20

Internet

https://journals.asm.org/doi/10.1128/mSphere.00836-20

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