Self-Supervised Approach to Joint Imaging Inverse Problems

Yolanda Hu; Rey Mendoza; Minh Nguyen; Andrew Olsen; Judith Weng Zhu; Vidya Ganapati; Vidya Ganapati

doi:10.1364/COSI.2023.CTu3B.2

Optica Imaging Congress (3D, COSI, DH, FLatOptics, IS, pcAOP)
Technical Digest Series (Optica Publishing Group, 2023),
paper CTu3B.2
•https://doi.org/10.1364/COSI.2023.CTu3B.2

Self-Supervised Approach to Joint Imaging Inverse Problems

Yolanda Hu, Rey Mendoza, Minh Nguyen, Andrew Olsen, Judith Weng Zhu, and Vidya Ganapati

Computational Optical Sensing and Imaging 2023

Boston, Massachusetts United States
14–17 August 2023
ISBN: 978-1-957171-28-9

From the session
Machine Learned Imaging I (CTu3B)

Not Accessible

Your library or personal account may give you access

Get PDF
Email
Share
Get Citation
Copy Citation Text
Y. Hu, R. Mendoza, M. Nguyen, A. Olsen, J. W. Zhu, and V. Ganapati, "Self-Supervised Approach to Joint Imaging Inverse Problems," in Optica Imaging Congress (3D, COSI, DH, FLatOptics, IS, pcAOP), Technical Digest Series (Optica Publishing Group, 2023), paper CTu3B.2.

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

Abstract

In many computational imaging applications, only sparse measurements on a source are possible, hindering reconstruction. We present a probabilistic, self-supervised method, the physics-informed variational autoencoder (P-VAE), that jointly reconstructs many sources, each with sparse measurements.

PDF Article | Presentation Video

More Like This

Solving Inverse Problems using Self-Supervised Deep Neural Nets

Jiapeng Liu, Muralidhar M. Balaji, Christopher A. Metzler, M. Salman Asif, and Prasanna Rangarajan
CTh5A.2 Computational Optical Sensing and Imaging (COSI) 2021

Physics-Informed Variational Autoencoder for Undersampled Fourier Ptychography

Yolanda Hu, Andrew Olsen, Jan Funke, Srinivas Turaga, and Vidya Ganapati
CF1D.8 Computational Optical Sensing and Imaging (COSI) 2022

Deep learning in photoacoustic tomography utilizing variational autoencoders

Teemu Sahlström and Tanja Tarvainen
1263108 European Conference on Biomedical Optics (ECBO) 2023

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