Medical diagnosis using NIR and THz tissue imaging and machine learning methods

Yury V. Kistenev; Valery V. Tuchin; Alexey V. Borisov; Ekaterina N. Lazareva; Viktor V. Nikolaev; Daria K. Tuchina; Denis A. Vrazhnov; Irina Yu Yanina

doi:10.1117/12.2508166

1 March 2019 Medical diagnosis using NIR and THz tissue imaging and machine learning methods

Yury V. Kistenev, Valery V. Tuchin, Alexey V. Borisov, Ekaterina N. Lazareva, Viktor V. Nikolaev, Daria K. Tuchina, Denis A. Vrazhnov, Irina Yu Yanina

Author Affiliations +

Proceedings Volume 10877, Dynamics and Fluctuations in Biomedical Photonics XVI; 108770J (2019) https://doi.org/10.1117/12.2508166
Event: SPIE BiOS, 2019, San Francisco, California, United States

Abstract

The problem of extracting useful information for medical diagnosis from 2D and 3D optical imaging experimental data is of great importance. We are discussing challenges and perspectives of medical diagnosis using machine learning analysis of NIR and THz tissue imaging. The peculiarities of tissue optical clearing for tissue imaging in NIR and THz spectral ranges aiming the improvement of content data analysis, methods of extracting of informative features from experimental data and creating of prognostic models for medical diagnosis using machine learning methods are discussed.

Conference Presentation

Citation Download Citation

Yury V. Kistenev, Valery V. Tuchin, Alexey V. Borisov, Ekaterina N. Lazareva, Viktor V. Nikolaev, Daria K. Tuchina, Denis A. Vrazhnov, and Irina Yu Yanina "Medical diagnosis using NIR and THz tissue imaging and machine learning methods", Proc. SPIE 10877, Dynamics and Fluctuations in Biomedical Photonics XVI, 108770J (1 March 2019); https://doi.org/10.1117/12.2508166

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available