Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia

Kausalya Neelavara Makkithaya; Guan Yu Zhuo; Nirmal Mazumder

doi:10.1364/FIO.2023.JM7A.101

Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia

Kausalya Neelavara Makkithaya, Guan Yu Zhuo, Nirmal Mazumder^*

^*Corresponding author for this work

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

Abstract

Computational analyses such as textural analysis play an important role for the effective study of pathological images, it enables faster analysis and allows image classifications based on many features.

Original language	English
Title of host publication	Frontiers in Optics
Subtitle of host publication	Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023
Publisher	Optical Society of America
ISBN (Electronic)	9781957171296
DOIs	https://doi.org/10.1364/FIO.2023.JM7A.101
Publication status	Published - 2023
Event	Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023 - Tacoma, United States Duration: 09-10-2023 → 12-10-2023

Publication series

Name	Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023

Conference

Conference	Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023
Country/Territory	United States
City	Tacoma
Period	09-10-23 → 12-10-23

All Science Journal Classification (ASJC) codes

Electronic, Optical and Magnetic Materials
Atomic and Molecular Physics, and Optics
Space and Planetary Science
Control and Systems Engineering
Electrical and Electronic Engineering
General Computer Science
Instrumentation

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10.1364/FIO.2023.JM7A.101

Cite this

Makkithaya, K. N., Zhuo, G. Y., & Mazumder, N. (2023). Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia. In Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023 (Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023). Optical Society of America. https://doi.org/10.1364/FIO.2023.JM7A.101

Makkithaya, Kausalya Neelavara ; Zhuo, Guan Yu ; Mazumder, Nirmal. / Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia. Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023. Optical Society of America, 2023. (Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023).

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title = "Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia",

abstract = "Computational analyses such as textural analysis play an important role for the effective study of pathological images, it enables faster analysis and allows image classifications based on many features.",

author = "Makkithaya, \{Kausalya Neelavara\} and Zhuo, \{Guan Yu\} and Nirmal Mazumder",

note = "Publisher Copyright: {\textcopyright} Optica Publishing Group 2023, {\textcopyright} 2023 The Author(s); Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023 ; Conference date: 09-10-2023 Through 12-10-2023",

year = "2023",

doi = "10.1364/FIO.2023.JM7A.101",

language = "English",

series = "Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023",

publisher = "Optical Society of America",

booktitle = "Frontiers in Optics",

}

Makkithaya, KN, Zhuo, GY & Mazumder, N 2023, Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia. in Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023. Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023, Optical Society of America, Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023, Tacoma, United States, 09-10-23. https://doi.org/10.1364/FIO.2023.JM7A.101

Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia. / Makkithaya, Kausalya Neelavara; Zhuo, Guan Yu; Mazumder, Nirmal.
Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023. Optical Society of America, 2023. (Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023).

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

TY - GEN

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PY - 2023

Y1 - 2023

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DO - 10.1364/FIO.2023.JM7A.101

M3 - Conference contribution

AN - SCOPUS:85191171121

T3 - Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023

BT - Frontiers in Optics

PB - Optical Society of America

T2 - Frontiers in Optics + Laser Science 2023, FiO, LS 203: Part of Frontiers in Optics + Laser Science 2023

Y2 - 9 October 2023 through 12 October 2023

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Makkithaya KN, Zhuo GY, Mazumder N. Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia. In Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023. Optical Society of America. 2023. (Frontiers in Optics: Proceedings Frontiers in Optics + Laser Science 2023, FiO, LS 2023). doi: 10.1364/FIO.2023.JM7A.101

Machine learning aided classification of SHG microscopy images of esophageal squamous cell carcinoma progression and high-grade dysplasia

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