Proceedings - International Conference Laser Optics 2020, ICLO 2020
Machine Learning aided Fiber-Optical System for Liver Cancer Diagnosis in Minimally Invasive Surgical Interventions
Zherebtsov Evgeny A.
1, 2
,
Zajnulina M
3
,
Kandurova Ksenia
4
,
Dremin Viktor
2, 5
,
Mamoshin Andrian
4
,
Dunaev Andrey V.
6
,
Publication type: Proceedings Article
Publication date: 2020-11-02
—
Abstract
A flexible fibre optical probe is implemented to record the parameters of the endogenous fluorescence during minimally invasive interventions in patients with cancers of hepatoduodenal area. Using machine learning techniques, the obtained spectra are classified to indicate cancerous or healthy tissue. For this, a set of different binary classifiers has been trained and tested. The classifiers showing best performance for this task are identified.
Metrics
Cite this
GOST |
RIS |
BibTex
Cite this
GOST
Copy
Zherebtsov E. A. et al. Machine Learning aided Fiber-Optical System for Liver Cancer Diagnosis in Minimally Invasive Surgical Interventions // Proceedings - International Conference Laser Optics 2020, ICLO 2020. 2020.
GOST all authors (up to 50)
Copy
Zherebtsov E. A., Zajnulina M., Kandurova K., Dremin V., Mamoshin A., Potapova E. V., Socolovski S., Dunaev A. V., Rafailov E. Machine Learning aided Fiber-Optical System for Liver Cancer Diagnosis in Minimally Invasive Surgical Interventions // Proceedings - International Conference Laser Optics 2020, ICLO 2020. 2020.
Cite this
RIS
Copy
TY - CPAPER
DO - 10.1109/ICLO48556.2020.9285445
UR - https://doi.org/10.1109%2FICLO48556.2020.9285445
TI - Machine Learning aided Fiber-Optical System for Liver Cancer Diagnosis in Minimally Invasive Surgical Interventions
T2 - Proceedings - International Conference Laser Optics 2020, ICLO 2020
AU - Zherebtsov, Evgeny A.
AU - Zajnulina, M
AU - Kandurova, Ksenia
AU - Dremin, Viktor
AU - Mamoshin, Andrian
AU - Potapova, Elena V.
AU - Socolovski, Sergey
AU - Dunaev, Andrey V.
AU - Rafailov, Edik
PY - 2020
DA - 2020/11/02 00:00:00
ER -
Cite this
BibTex
Copy
@inproceedings{2020_Zherebtsov,
author = {Evgeny A. Zherebtsov and M Zajnulina and Ksenia Kandurova and Viktor Dremin and Andrian Mamoshin and Elena V. Potapova and Sergey Socolovski and Andrey V. Dunaev and Edik Rafailov},
title = {Machine Learning aided Fiber-Optical System for Liver Cancer Diagnosis in Minimally Invasive Surgical Interventions},
year = {2020},
month = {nov}
}