Generative Adversarial Networks for Cell Segmentation in Human Corneal Endothelium

Kevin D. Mendoza; Juan S. Sierra; Alejandro Tello; Alejandro Tello; Alejandro Tello; Virgilio Galvis; Virgilio Galvis; Virgilio Galvis; Lenny A. Romero; Andrés G. Marrugo

doi:10.1364/ISA.2022.ITh3D.3

Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)
Technical Digest Series (Optica Publishing Group, 2022),
paper ITh3D.3
•https://doi.org/10.1364/ISA.2022.ITh3D.3

Generative Adversarial Networks for Cell Segmentation in Human Corneal Endothelium

Kevin D. Mendoza, Juan S. Sierra, Alejandro Tello, Virgilio Galvis, Lenny A. Romero, and Andrés G. Marrugo

Imaging Systems and Applications 2022

Vancouver, British Columbia Canada
11–15 July 2022
ISBN: 978-1-957171-09-8

From the session
Deep Learning, Computational Optics, Image Processing and Classification II (ITh3D)

Not Accessible

Your library or personal account may give you access

Get PDF
Email
Share
Get Citation
Copy Citation Text
K. D. Mendoza, J. S. Sierra, A. Tello, V. Galvis, L. A. Romero, and A. G. Marrugo, "Generative Adversarial Networks for Cell Segmentation in Human Corneal Endothelium," in Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP), Technical Digest Series (Optica Publishing Group, 2022), paper ITh3D.3.

Export Citation
- BibTex
- Endnote (RIS)
- HTML
- Plain Text
Get Video
Citation alert
Save article

Abstract

We generate synthetic images with a generative adversarial network (GAN) model trained with image patches from specular microscopy corneal endothelial cells. Preliminary results show it may be a suitable approach for reliable cell segmentation.

PDF Article | Presentation Video

More Like This

Quantitative Phase Maps of Live Cells Classified By Transfer Learning and Generative Adversarial Network (GAN)

Moran Rubin, Omer Stein, Raja Giryes, Darina Roitshtain, and Natan T. Shaked
CW2E.7 Computational Optical Sensing and Imaging (COSI) 2018

Chromatic Dispersion Correction with Generative Adversarial Networks

Jonathan K. George and Volker J. Sorger
JW5A.65 Frontiers in Optics (FiO) 2022

Digital Hologram Denoising Using Conditional Generative Adversarial Networks

Siddharth Rawat and Anna Wang
DM5E.6 Digital Holography and Three-Dimensional Imaging (DH) 2021

Previous Article Next Article

Presentation Video

Presentation video access is available to:

Optica Publishing Group subscribers
Technical meeting attendees
Optica members who wish to use one of their free downloads. Please download the article first. After downloading, please refresh this page.

Contact your librarian or system administrator
or
Log in to access Optica Member Subscription or free downloads