CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12638 > Article
Paper
11 May 2023 Machine learning enabled classification of cancerous tissues using polarized speckle images
Priya Krishnamurthy, Mahima Sharma B.S., Sujatha Narayanan Unni, Subalakshmi Balasubramanian, Sandhya Sundaram
Author Affiliations +
Proceedings Volume 12638, Women in Optics and Photonics in India 2022; 126380S (2023) https://doi.org/10.1117/12.2670037
Event: Women in Optics and Photonics in India, 2022, Bangalore, India
Abstract
Cancer formation in breast tissue is associated with desmoplastic changes in the extracellular matrix, also accompanied by neoplastic growth. These changes alter the orientation, size, and density of cellular structures within the tissues. Features extracted from the polarized speckle images of the sample give us insights into these structural changes and can be used for diagnosis of cancer. An attempt is made to incorporate machine learning algorithms in understanding these features to classify normal versus cancerous tissues paving way for automated diagnostic procedures.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Priya Krishnamurthy, Mahima Sharma B.S., Sujatha Narayanan Unni, Subalakshmi Balasubramanian, and Sandhya Sundaram "Machine learning enabled classification of cancerous tissues using polarized speckle images", Proc. SPIE 12638, Women in Optics and Photonics in India 2022, 126380S (11 May 2023); https://doi.org/10.1117/12.2670037
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
 3 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Speckle
Tissues
Machine learning
Feature extraction
Breast cancer
Image classification
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top