No reference image quality assessment for JPEG2000 based on spatial features

被引:132
作者
Sazzad, Z. M. Parvez [1 ]
Kawayoke, Y. [1 ]
Horita, Y. [1 ]
机构
[1] Toyama Univ, Grad Sch Sci & Engn, Toyama 9308555, Japan
关键词
image quality evaluation; JPEG2000; no-reference (NR); mean opinion score (MOS); mean opinion score prediction (MOSp); zero-crossing (ZC);
D O I
10.1016/j.image.2008.03.005
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Perceptual image quality evaluation has become an important issue, due to increasing transmission of multimedia contents over the Internet and 3G mobile networks. Most of the no reference perceptual image quality evaluations traditionally attempted to quantify the predefined artifacts of the coded images. Under the assumption that human visual perception is very sensitive to edge information of an image and any kinds of artifacts create pixel distortion, we propose a new approach for designing a no reference image quality evaluation model for JPEG2000 images in this paper, which uses pixel distortions and edge information. Subjective experiment results on the images are used to train and test the model, which has achieved good quality prediction performance. (c) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:257 / 268
页数:12
相关论文
共 27 条
[11]   Perceptual blur and ringing metrics: application to JPEG2000 [J].
Marziliano, P ;
Dufaux, F ;
Winkler, S ;
Ebrahimi, T .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2004, 19 (02) :163-172
[12]  
Marziliano P, 2002, 2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, P57, DOI 10.1109/ICIP.2002.1038902
[13]   Image coding ringing artifact reduction using morphological post-filtering [J].
Oguz, SH ;
Hu, YH ;
Nguyen, TQ .
1998 IEEE SECOND WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING, 1998, :628-633
[14]   A locally adaptive algorithm for measuring blocking artifacts in images and videos [J].
Pan, F ;
Lin, X ;
Rahardja, S ;
Lin, W ;
Ong, E ;
Yao, S ;
Lu, Z ;
Yang, X .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2004, 19 (06) :499-506
[15]  
Pinson M., 2003, P SPIE VID COMM IM P
[16]  
SAZZAD ZMP, 2006, P CGIV LEEDS UK JUN
[17]  
SAZZAD ZMP, 2007, P IEEE ICIP TEX US S
[18]  
Sheikh H. R., 2003, LIVE IMAGE QUALITY A
[19]   No-reference quality assessment using natural scene statistics: JPEG2000 [J].
Sheikh, HR ;
Bovik, AC ;
Cormack, L .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (11) :1918-1927
[20]  
TONG H, 2004, P IM PROC SING