Evaluation of neural network algorithms for atmospheric turbulence mitigation

Tushar Jain; Madeline Lubien; Jérôme Gilles

doi:10.1117/12.2614567

8 June 2022 Evaluation of neural network algorithms for atmospheric turbulence mitigation

Tushar Jain, Madeline Lubien, Jérôme Gilles

Proceedings Volume 12122, Signal Processing, Sensor/Information Fusion, and Target Recognition XXXI; 121220T (2022) https://doi.org/10.1117/12.2614567
Event: SPIE Defense + Commercial Sensing, 2022, Orlando, Florida, United States

Abstract

A variety of neural networks architectures are being studied to tackle blur in images and videos caused by a non-steady camera and objects being captured. In this paper, we present an overview of these existing networks and perform experiments to remove the blur caused by atmospheric turbulence. Our experiments aim to examine the reusability of existing networks and identify desirable aspects of the architecture in a system that is geared specifically towards atmospheric turbulence mitigation. We compare five different architectures, including a network trained in an end-to-end fashion, thereby removing the need for a stabilization step.

Conference Presentation

Citation Download Citation

Tushar Jain, Madeline Lubien, and Jérôme Gilles "Evaluation of neural network algorithms for atmospheric turbulence mitigation", Proc. SPIE 12122, Signal Processing, Sensor/Information Fusion, and Target Recognition XXXI, 121220T (8 June 2022); https://doi.org/10.1117/12.2614567

ACCESS THE FULL ARTICLE

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