Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology

Minyoung Baik; Sanghoon Shin; Jin Young Kim; Yeonghun Chae; Samir Kumar; Ka Won Kang; Byung Soo Kim; Myung Hyun Nam; Ahyeon Lee; Sungkyu Seo

doi:10.1109/CLEO-PR62338.2022.10432698

Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology

Minyoung Baik
, Sanghoon Shin
, Jin Young Kim
, Yeonghun Chae
, Samir Kumar
, Ka Won Kang
, Byung Soo Kim
, Myung Hyun Nam
, Ahyeon Lee
, Sungkyu Seo^*

^*Corresponding author for this work

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

1 Citation (Scopus)

Abstract

We present a method for detecting CD34, a blast marker required for leukemia diagnosis, using a lens-free shadow imaging system based on machine learning with 96% accuracy.

Original language	English
Title of host publication	2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350350012
DOIs	https://doi.org/10.1109/CLEO-PR62338.2022.10432698
Publication status	Published - 2022
Event	2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Sapparo, Japan Duration: 2022 Jul 31 → 2022 Aug 5

Publication series

Name	2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings

Conference

Conference	2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022
Country/Territory	Japan
City	Sapparo
Period	22/7/31 → 22/8/5

Bibliographical note

Publisher Copyright:
© IEEE 2022.

ASJC Scopus subject areas

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

Access to Document

10.1109/CLEO-PR62338.2022.10432698

Cite this

Baik, M., Shin, S., Kim, J. Y., Chae, Y., Kumar, S., Kang, K. W., Kim, B. S., Nam, M. H., Lee, A., & Seo, S. (2022). Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology. In 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings (2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CLEO-PR62338.2022.10432698

Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology. / Baik, Minyoung; Shin, Sanghoon; Kim, Jin Young et al.
2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings).

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

Baik, M, Shin, S, Kim, JY, Chae, Y, Kumar, S, Kang, KW , Kim, BS , Nam, MH, Lee, A & Seo, S 2022, Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology. in 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings. 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022, Sapparo, Japan, 22/7/31. https://doi.org/10.1109/CLEO-PR62338.2022.10432698

Baik M, Shin S, Kim JY, Chae Y, Kumar S, Kang KW et al. Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology. In 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2022. (2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings). doi: 10.1109/CLEO-PR62338.2022.10432698

Baik, Minyoung ; Shin, Sanghoon ; Kim, Jin Young et al. / Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology. 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings).

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title = "Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology",

abstract = "We present a method for detecting CD34, a blast marker required for leukemia diagnosis, using a lens-free shadow imaging system based on machine learning with 96\% accuracy.",

author = "Minyoung Baik and Sanghoon Shin and Kim, \{Jin Young\} and Yeonghun Chae and Samir Kumar and Kang, \{Ka Won\} and Kim, \{Byung Soo\} and Nam, \{Myung Hyun\} and Ahyeon Lee and Sungkyu Seo",

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AU - Baik, Minyoung

AU - Shin, Sanghoon

AU - Kim, Jin Young

AU - Chae, Yeonghun

AU - Kumar, Samir

AU - Kang, Ka Won

AU - Kim, Byung Soo

AU - Nam, Myung Hyun

AU - Lee, Ahyeon

AU - Seo, Sungkyu

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N2 - We present a method for detecting CD34, a blast marker required for leukemia diagnosis, using a lens-free shadow imaging system based on machine learning with 96% accuracy.

AB - We present a method for detecting CD34, a blast marker required for leukemia diagnosis, using a lens-free shadow imaging system based on machine learning with 96% accuracy.

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U2 - 10.1109/CLEO-PR62338.2022.10432698

DO - 10.1109/CLEO-PR62338.2022.10432698

M3 - Conference contribution

AN - SCOPUS:85186986520

T3 - 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings

BT - 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 Conference on Lasers and Electro-Optics Pacific Rim, CLEO-PR 2022

Y2 - 31 July 2022 through 5 August 2022

ER -

Machine Learning based CD34+ Cell Detection using Lens-free Shadow Imaging Technology

Abstract

Publication series

Conference

Bibliographical note

ASJC Scopus subject areas

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