CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12930 > Article
Presentation
3 April 2024 Semi-automatic analysis of donor cornea EC images using SSL and image editing software
Ved Shivade, Nathan Romig, John McCormick, Naomi Joseph, Jonathan Lass, Beth Benetz, David Wilson
Author Affiliations +
Proceedings Volume 12930, Medical Imaging 2024: Clinical and Biomedical Imaging; 129301A (2024) https://doi.org/10.1117/12.3009714
Event: SPIE Medical Imaging, 2024, San Diego, California, United States
Abstract
In assessing Endothelial Cell Density (ECD), a critical measure of corneal health, eye bank technicians rely on manual methods that are time-consuming and potentially inconsistent, typically analyzing only 100-300 of nearly 1,000 captured endothelial cells per image. We introduce a self-supervised vision transformer model that accurately segments 100-1,263 cells and calculates ECDs, with a mean difference of 9.74% and 87% alignment with eye-bank-determined ECD. Integrated into a robust software-editor, our system offers an efficient approach to ECD analysis, presenting a significant value proposition for eye banks.
Conference Presentation
© (2024) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Ved Shivade, Nathan Romig, John McCormick, Naomi Joseph, Jonathan Lass, Beth Benetz, and David Wilson "Semi-automatic analysis of donor cornea EC images using SSL and image editing software", Proc. SPIE 12930, Medical Imaging 2024: Clinical and Biomedical Imaging, 129301A (3 April 2024); https://doi.org/10.1117/12.3009714
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
 PRESENTATION
WATCH
PRESENTATION SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
KEYWORDS
Image segmentation
Image analysis
Machine learning
Cornea
Eye
Eye models
Education and training
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top