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

Hongda Wang; Hatice Ceylan Koydemir; Yunzhe Qiu; Bijie Bai; Yibo Zhang; Yiyin Jin; Sabiha Tok; Enis Cagatay Yilmaz; Esin Gumustekin; Yair Rivenson; Aydogan Ozcan

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

Hongda Wang
, Hatice Ceylan Koydemir
, Yunzhe Qiu
, Bijie Bai
, Yibo Zhang
, Yiyin Jin
, Sabiha Tok
, Enis Cagatay Yilmaz
, Esin Gumustekin
, Yair Rivenson
, Aydogan Ozcan

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

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.

Original language	English
Title of host publication	2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers
ISBN (Electronic)	9781943580910
State	Published - 1 May 2021
Externally published	Yes
Event	2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Virtual, Online, United States Duration: 9 May 2021 → 14 May 2021

Publication series

Name	2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings

Conference

Conference	2021 Conference on Lasers and Electro-Optics, CLEO 2021
Country/Territory	United States
City	Virtual, Online
Period	9/05/21 → 14/05/21

ASJC Scopus subject areas

Computer Networks and Communications
Electrical and Electronic Engineering
Electronic, Optical and Magnetic Materials
Instrumentation
Atomic and Molecular Physics, and Optics

Cite this

Wang, H., Koydemir, H. C., Qiu, Y., Bai, B., Zhang, Y., Jin, Y., Tok, S., Yilmaz, E. C., Gumustekin, E., Rivenson, Y., & Ozcan, A. (2021). Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water Samples. In 2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings (2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings). Institute of Electrical and Electronics Engineers.

Wang, Hongda ; Koydemir, Hatice Ceylan ; Qiu, Yunzhe et al. / Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water Samples. 2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings. Institute of Electrical and Electronics Engineers, 2021. (2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings).

@inproceedings{d852fe3a64b94b75aaeb4fc2d016b510,

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

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.",

author = "Hongda Wang and Koydemir, \{Hatice Ceylan\} and Yunzhe Qiu and Bijie Bai and Yibo Zhang and Yiyin Jin and Sabiha Tok and Yilmaz, \{Enis Cagatay\} and Esin Gumustekin and Yair Rivenson and Aydogan Ozcan",

note = "Publisher Copyright: {\textcopyright} 2021 OSA.; 2021 Conference on Lasers and Electro-Optics, CLEO 2021 ; Conference date: 09-05-2021 Through 14-05-2021",

year = "2021",

month = may,

day = "1",

language = "English",

series = "2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers",

booktitle = "2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings",

address = "United States",

}

Wang, H, Koydemir, HC, Qiu, Y, Bai, B, Zhang, Y, Jin, Y, Tok, S, Yilmaz, EC, Gumustekin, E, Rivenson, Y & Ozcan, A 2021, Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water Samples. in 2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings. 2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings, Institute of Electrical and Electronics Engineers, 2021 Conference on Lasers and Electro-Optics, CLEO 2021, Virtual, Online, United States, 9/05/21.

Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water Samples. / Wang, Hongda; Koydemir, Hatice Ceylan; Qiu, Yunzhe et al.
2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings. Institute of Electrical and Electronics Engineers, 2021. (2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water Samples

AU - Wang, Hongda

AU - Koydemir, Hatice Ceylan

AU - Qiu, Yunzhe

AU - Bai, Bijie

AU - Zhang, Yibo

AU - Jin, Yiyin

AU - Tok, Sabiha

AU - Yilmaz, Enis Cagatay

AU - Gumustekin, Esin

AU - Rivenson, Yair

AU - Ozcan, Aydogan

PY - 2021/5/1

Y1 - 2021/5/1

N2 - 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.

AB - 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.

UR - https://www.scopus.com/pages/publications/85120482710

M3 - Conference contribution

AN - SCOPUS:85120482710

T3 - 2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings

BT - 2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings

PB - Institute of Electrical and Electronics Engineers

T2 - 2021 Conference on Lasers and Electro-Optics, CLEO 2021

Y2 - 9 May 2021 through 14 May 2021

ER -

Wang H, Koydemir HC, Qiu Y, Bai B, Zhang Y, Jin Y et al. Deep Learning-enabled Coherent Imaging Achieves Early Detection and Classification of Bacteria in Water Samples. In 2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings. Institute of Electrical and Electronics Engineers. 2021. (2021 Conference on Lasers and Electro-Optics, CLEO 2021 - Proceedings).

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

Abstract

Publication series

Conference

ASJC Scopus subject areas

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