CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 13072 > Article
Paper
3 April 2024 Spectral filters design for a better hyperspectral reconstruction
Daniil Reutskii, Egor Ershov
Author Affiliations +
Proceedings Volume 13072, Sixteenth International Conference on Machine Vision (ICMV 2023); 130720X (2024) https://doi.org/10.1117/12.3023577
Event: Sixteenth International Conference on Machine Vision (ICMV 2023), 2023, Yerevan, Armenia
Abstract
Spectral reconstruction (recovering spectra from RGB measurements) is a vital problem of computational photography. As a matter of curiosity, modern mobile devices open a new opportunity to improve the quality of spectral reconstruction by utilizing images from several cameras at once. This leads to the idea of creating a mobile hyperspectral camera for the general public. In this paper we investigate the achievable accuracy when using several identical cameras simultaneously in combination with different spectral filters. To find optimal filters, two algorithms are proposed: one learns spectral transmittance functions simultaneously with spectral reconstruction, the other learns only spectral transmittances by information loss minimization. As a result of numerical experiments, 4 cameras and 4 filters allow us to perform spectral reconstruction two times accurately than from a single RGB image.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Daniil Reutskii and Egor Ershov "Spectral filters design for a better hyperspectral reconstruction", Proc. SPIE 13072, Sixteenth International Conference on Machine Vision (ICMV 2023), 130720X (3 April 2024); https://doi.org/10.1117/12.3023577
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
 9 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Optical filters
Cameras
Transmittance
Hyperspectral imaging
RGB color model
Image restoration
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top