CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12383 > Article
Poster + Paper
15 March 2023 Semantic knowledge distillation for conjunctival goblet cell segmentation
Seunghyun Jang, Kyungdeok Seo, Hyunyoung Kang, Seonghan Kim, Seungyoung Kang, Ki Hean Kim, Sejung Yang
Author Affiliations +
Proceedings Volume 12383, Imaging, Manipulation, and Analysis of Biomolecules, Cells, and Tissues XXI; 123830I (2023) https://doi.org/10.1117/12.2648170
Event: SPIE BiOS, 2023, San Francisco, California, United States
Conference Poster
Abstract
Recently, as the usage of electronic devices increase, modern people suffer from eye diseases. We analyzed goblet cells of wide-field fluorescence microscopy with a deep learning. In this study, we propose to real-time analysis using knowledge distillation using proposed loss function and optimized network. In the proposed method, residual based UNet was used as the teacher network to distill knowledge into lightweight E-Net. We train the student network using pixelwise loss and . The proposed method showed 4% improvements in dice-score compared to the lightweight E-Net, and the processing time was decreased to 68% compared to the case where only the teacher network was performed.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Seunghyun Jang, Kyungdeok Seo, Hyunyoung Kang, Seonghan Kim, Seungyoung Kang, Ki Hean Kim, and Sejung Yang "Semantic knowledge distillation for conjunctival goblet cell segmentation", Proc. SPIE 12383, Imaging, Manipulation, and Analysis of Biomolecules, Cells, and Tissues XXI, 123830I (15 March 2023); https://doi.org/10.1117/12.2648170
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
 4 PAGES + POSTER
DOWNLOAD PAPER SAVE TO MY LIBRARY
DOWNLOAD
POSTER
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Eye
Image segmentation
Deep learning
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top