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

Autor:	Yair Rivenson, Hongda Wang, Bijie Bai, Esin Gumustekin, Sabiha Tok, Yunzhe Qiu, Hatice Ceylan Koydemir, Yiyin Jin, Yibo Zhang, Enis Cagatay Yilmaz, Aydogan Ozcan
Rok vydání:	2021
Předmět:	Artificial neural network Computer science business.industry Deep learning Microscopy Bacterial taxonomy Holographic imaging Early detection Pattern recognition Coherent imaging Artificial intelligence Image sensor business
Zdroj:	Conference on Lasers and Electro-Optics.
DOI:	10.1364/cleo_at.2021.atu4l.5
Popis:	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.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::99dae7179acf16c4fb6068645250873d https://doi.org/10.1364/cleo_at.2021.atu4l.5 Zobrazit plný text záznamu