Simplifying Oral Cancer Diagnosis: Leveraging Low-Cost Microscopy, Support Vector Machine, and Logistic Regression Algorithms

Letícia Foiani; Janete Almeida; Herculano Martinho

doi:10.1364/FIO.2023.FM1E.5

Frontiers in Optics + Laser Science 2023 (FiO, LS)
Technical Digest Series (Optica Publishing Group, 2023),
paper FM1E.5
•https://doi.org/10.1364/FIO.2023.FM1E.5

Simplifying Oral Cancer Diagnosis: Leveraging Low-Cost Microscopy, Support Vector Machine, and Logistic Regression Algorithms

Letícia Foiani, Janete Almeida, and Herculano Martinho

Frontiers in Optics 2023

Tacoma, Washington United States
9–12 October 2023
ISBN: 978-1-957171-29-6

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Microscopy and Machine Learning (FM1E)

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L. Foiani, J. Almeida, and H. Martinho, "Simplifying Oral Cancer Diagnosis: Leveraging Low-Cost Microscopy, Support Vector Machine, and Logistic Regression Algorithms," in Frontiers in Optics + Laser Science 2023 (FiO, LS), Technical Digest Series (Optica Publishing Group, 2023), paper FM1E.5.

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Abstract

This study centered on the construction of a low-cost microscope using a smartphone camera, employed to diagnosing oral cancer using dried saliva, that could correctly diagnose 77% of the samples that a conventional microscope did.

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