Title :
A measure for perceptual image quality assessment
Author :
de Freitas Zampolo, R. ; Seara, Rui
Author_Institution :
LINSE, Fed. Univ. of Santa Catarina, Florianopolis, Brazil
Abstract :
This paper addresses the issue of perceptual image quality assessment in image restoration systems. Firstly, experiments are conducted to evaluate perceived quality in images degraded only by frequency distortion. Based on the resulting experimental data, a distortion quality measure (DQM) is proposed. Then another experiment, whose test images present frequency distortion and noise injection, is achieved. From this latter experiment, a composed quality measure (CQM) is developed to assess perceived quality of images degraded by combined effects of frequency distortion and noise injection. The CQM is derived from DQM and NQM (noise quality measure), this latter has been recently proposed, and it can be used as a tool for evaluation and optimization of image restoration systems according to human visual perception.
Keywords :
distortion; distortion measurement; image restoration; optimisation; visual perception; composed quality measure; distortion quality measure; frequency distortion; human visual perception; image restoration systems; noise injection; optimization; perceptual image quality assessment; Degradation; Distortion measurement; Frequency; Humans; Image quality; Image restoration; PSNR; Psychology; Testing; Visual perception;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1246991