Attention-Guided Transfer Learning for Identification of Filamentous Fungi Encountered in the Clinical Laboratory

Attention-Guided Transfer Learning for Identification of Filamentous Fungi Encountered in the Clinical Laboratory

ABSTRACT This study addresses the challenge of accurately identifying filamentous fungi in medical laboratories using transfer learning with convolutional neural networks (CNNs). The study uses microscopic images from touch-tape slides with lactophenol cotton blue staining, the most common method in...

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Bibliographic Details
Main Authors: Tsi-Shu Huang, Kevin Wang, Xiu-Yuan Ye, Chii-Shiang Chen, Fu-Chuen Chang
Format: Article
Language:English
Published: American Society for Microbiology 2023-06-01
Series:Microbiology Spectrum
Subjects:
convolutional neural network
transfer learning
attention
filamentous fungi
Online Access:https://journals.asm.org/doi/10.1128/spectrum.04611-22

Internet

https://journals.asm.org/doi/10.1128/spectrum.04611-22

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