Affiliation
Wyant College of Optical Sciences, University of ArizonaIssue Date
2023-11-02
Metadata
Show full item recordPublisher
Optica Publishing Group (formerly OSA)Citation
Felipe Guzmán, James Skowronek, Esteban Vera, and David J. Brady, "Compressive video via IR-pulsed illumination," Opt. Express 31, 39201-39212 (2023)Journal
Optics ExpressRights
© 2023 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement.Collection Information
This item from the UA Faculty Publications collection is made available by the University of Arizona with support from the University of Arizona Libraries. If you have questions, please contact us at repository@u.library.arizona.edu.Abstract
We propose and demonstrate a compressive temporal imaging system based on pulsed illumination to encode temporal dynamics into the signal received by the imaging sensor during exposure time. Our approach enables >10x increase in effective frame rate without increasing camera complexity. To mitigate the complexity of the inverse problem during reconstruction, we introduce two keyframes: one before and one after the coded frame. We also craft what we believe to be a novel deep learning architecture for improved reconstruction of the high-speed scenes, combining specialized convolutional and transformer architectures. Simulation and experimental results clearly demonstrate the reconstruction of high-quality, high-speed videos from the compressed data. © 2023 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement.Note
Open access journalISSN
1094-4087Version
Final Published Versionae974a485f413a2113503eed53cd6c53
10.1364/OE.506011
