Publication | Closed Access
Automated Identification of Bacteria using Three-Dimensional Holographic Imaging and Convolutional Neural Network
12
Citations
10
References
2018
Year
Unknown Venue
HolographyConvolutional Neural NetworkEngineeringMicrobial PathogensMicroscopyDigital PathologyRapid MethodImage ClassificationImage AnalysisPattern RecognitionThree-dimensional Holographic ImagingMachine VisionOphthalmologyRapid IdentificationVisual DiagnosisImagingMedical Image ComputingDeep LearningOptical Image RecognitionComputer VisionMicroscope Image ProcessingBioimage AnalysisBiomedical ImagingMedicine3D Imaging
Rapid identification of microbial pathogens is crucial for treating infections. Here we present a rapid method for identification of bacteria. In our method, a trained convolutional neural network classifier can accurately determine the bacterial species from a given three-dimensional refractive index image.
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