Original paper
Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning
Abstract
Raman optical spectroscopy promises label-free bacterial detection, identification, and antibiotic susceptibility testing in a single step. However, achieving clinically relevant speeds and accuracies remains challenging due to weak Raman signal from bacterial cells and numerous bacterial species and phenotypes. Here we generate an extensive dataset of bacterial Raman spectra and apply deep learning approaches to accurately identify 30 common...
Paper Details
Title
Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning
Published Date
Oct 30, 2019
Journal
Volume
10
Issue
1