Title :
HLFSIM: Objective image quality metric based on ROI analysis
Author :
Dostal, Petr ; Krasula, Lukas ; Klima, Milos
Author_Institution :
Czech Tech. Univ. in Prague, Prague, Czech Republic
Abstract :
The image/video quality is a key issue in security video systems. Therefore the objective image/video quality criteria are extensively studied. In this paper, the novel full reference objective metric for image quality assessment is proposed. This metric is based on FSIM. The ROI detection is embedded in order to improve the performance. For ROI estimation, the ground truth data together with two different algorithms were used and compared - The security and multimedia images from LIVE database were used for performance evaluation. The correlation between the objective and subjective tests of multimedia images was calculated using Pearson´s and Spearman Rank Order Correlation Coefficient. For performance comparison the state-of-the-art full reference objective image quality metrics were used; PSNR, SSIM, MS-SSIM, VIF and FSIM. In our previous paper, the importance of demosaicing technique and ROI has been shown. This paper continues in this topic and implements new full reference objective metrics for the reconstructed image quality evaluation. The results reveal that the ROI controlled by bottom-up mechanism can be used for performance improvement.
Keywords :
image processing; security; video surveillance; HLFSIM; LIVE database; Pearson rank order correlation coefficient; ROI estimation; Spearman rank order correlation coefficient; ground truth data; image quality evaluation; multimedia image; objective image quality metric; performance evaluation; region of interest analysis; security image; security video system; video quality; Correlation; Databases; Feature extraction; Image quality; Image reconstruction; Measurement; Security; Demosaicing; Human visual system; Objective image Quality metric; Region of interest;
Conference_Titel :
Security Technology (ICCST), 2012 IEEE International Carnahan Conference on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4673-2450-2
Electronic_ISBN :
1071-6572
DOI :
10.1109/CCST.2012.6393587