CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12382 > Article
Presentation + Paper
15 March 2023 Study of the suitability of polarimetric metrics to implement tissue classification models based on artificial intelligence
Irene Estévez, Carla Rodríguez, Mónica Canabal, Emilio González-Arnay, Juan Campos, Angel Lizana
Author Affiliations +
Proceedings Volume 12382, Polarized Light and Optical Angular Momentum for Biomedical Diagnostics 2023; 1238208 (2023) https://doi.org/10.1117/12.2666246
Event: SPIE BiOS, 2023, San Francisco, California, United States
Abstract
Polarimetric images are used for the characterization of biological tissues as well as for the early detection of some diseases. Recently, it has been demonstrated that accurate classification models can be constructed based on polarimetric data, such as the Mueller matrix (MM) or different polarimetric metrics resulting from combinations of different MM elements. The choice of polarimetric observables to be used for classifying is usually arbitrary, but mathematical transformations from MM elements to other metrics may benefit or impair the accuracy of the final models. This work presents a thorough comparison of different classification models based on typical machine learning algorithms trained according to different polarimetric metrics, in the search of the most efficient polarimetric basis. The classification models are tested on different biological tissues obtained from a collection of ex-vivo chickens.
Conference Presentation
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Irene Estévez, Carla Rodríguez, Mónica Canabal, Emilio González-Arnay, Juan Campos, and Angel Lizana "Study of the suitability of polarimetric metrics to implement tissue classification models based on artificial intelligence", Proc. SPIE 12382, Polarized Light and Optical Angular Momentum for Biomedical Diagnostics 2023, 1238208 (15 March 2023); https://doi.org/10.1117/12.2666246
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
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
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 9 PAGES + PRESENTATION
DOWNLOAD PAPER SAVE TO MY LIBRARY
WATCH
PRESENTATION
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Polarimetry
Tissues
Biological samples
Mueller matrices
Machine learning
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top