On color image quality assessment using natural image statistics
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Titre | On color image quality assessment using natural image statistics |
Type de publication | Conference Paper |
Year of Publication | 2014 |
Auteurs | Omari M, Hassouni MEl, Cherifi H, Abdelouahad AAit |
Editor | Yetongnon K, Dipanda A, Chbeir R |
Conference Name | 10TH INTERNATIONAL CONFERENCE ON SIGNAL-IMAGE TECHNOLOGY AND INTERNET-BASED SYSTEMS SITIS 2014 |
Publisher | IEEE |
Conference Location | 345 E 47TH ST, NEW YORK, NY 10017 USA |
ISBN Number | 978-1-4799-7978-3 |
Mots-clés | color space, image quality assessment, natural image statistics, reduced reference measure |
Résumé | Color distortion can introduce a significant damage in visual quality perception, however, most of existing reduced-reference quality measures are designed for grayscale images. In this paper, we consider a basic extension of well-known image-statistics based quality assessment measures to color images. In order to evaluate the impact of color information on the measures efficiency, two color spaces are investigated: RGB and CIELAB. Results of an extensive evaluation using TID 2013 benchmark demonstrates that significant improvement can be achieved for a great number of distortion type when the CIELAB color representation is used. |
DOI | 10.1109/SITIS.2014.60 |