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Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water Samples

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Abstract

Using deep learning and lensfree holographic imaging, we report early detection and classification of bacterial colonies in water samples. Our system detects 1 colony-forming unit (CFU) per Liter within 9 h of total test time.

© 2021 The Author(s)

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More Like This
Deep Learning-enabled Holographic Imaging Flow-Cytometry for Label-Free Detection of Giardia Lamblia in Water Samples

Zoltán Göröcs, David Baum, Fang Song, Kevin de Haan, Hatice Ceylan Koydemir, Yunzhe Qiu, Zilin Cai, Thamira Skandakumar, Spencer Peterman, Miu Tamamitsu, and Aydogan Ozcan
DF4C.1 Digital Holography and Three-Dimensional Imaging (DH) 2021

Automated microorganisms activity detection on the early growth stage using artificial neural networks

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11075_60 European Conference on Biomedical Optics (ECBO) 2019

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