Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. Evaluation of a Hyperspectral Image Database for Demosaicking Purposes
 
conference paper

Evaluation of a Hyperspectral Image Database for Demosaicking Purposes

Larabi, Mohamed-Chaker
•
Süsstrunk, Sabine  
2011
IS&T/SPIE Electronic Imaging: Digital Photography VII
IS&T/SPIE Electronic Imaging: Digital Photography VII

We present a study on the the applicability of hyperspectral images to evaluate color filter array (CFA) design and the performance of demosaicking algorithms. The aim is to simulate a typical digital still camera processing pipe-line and to compare two different scenarios: evaluate the performance of demosaicking algorithms applied to raw camera RGB values before color rendering to sRGB, and evaluate the performance of demosaicking algorithms applied on the final sRGB color rendered image. The second scenario is the most frequently used one in literature because CFA design and algorithms are usually tested on a set of existing images that are already rendered, such as the Kodak Photo CD set containing the well-known lighthouse image. We simulate the camera processing pipe-line with measured spectral sensitivity functions of a real camera. Modeling a Bayer CFA, we select three linear demosaicking techniques in order to perform the tests. The evaluation is done using CMSE, CPSNR, s-CIELAB and MSSIM metrics to compare demosaicking results. We find that the performance, and especially the difference between demosaicking algorithms, is indeed significant depending if the mosaicking/demosaicking is applied to camera raw values as opposed to already rendered sRGB images. We argue that evaluating the former gives a better indication how a CFA/demosaicking combination will work in practice, and that it is in the interest of the community to create a hyperspectral image dataset dedicated to that effect.

  • Files
  • Details
  • Metrics
Type
conference paper
DOI
10.1117/12.876764
Author(s)
Larabi, Mohamed-Chaker
Süsstrunk, Sabine  
Date Issued

2011

Publisher

SPIE

Published in
IS&T/SPIE Electronic Imaging: Digital Photography VII
Volume

7876

Subjects

Color Filter Array

•

CFA

•

digital still camera

•

spectral sensitivities

•

demosaicking

•

demosaicing

•

hyperspectral images

•

multispectral images

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
IVRL  
Event nameEvent placeEvent date
IS&T/SPIE Electronic Imaging: Digital Photography VII

San Francisco

January 24-27, 2011

Available on Infoscience
May 6, 2011
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/67135
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés