IMAGE QUALITY ASSESSMENT BASED ON EDGE

被引:4
作者
Mou, Xuanqin [1 ]
Zhang, Min [1 ]
Xue, Wufeng [1 ]
Zhang, Lei [2 ]
机构
[1] Xi An Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Xian, Peoples R China
[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China
来源
DIGITAL PHOTOGRAPHY VII | 2011年 / 7876卷
关键词
Quality assessment (QA); Zero crossing; Laplacian of Gaussian; Cosine distance; Non-shift Edge; INFORMATION;
D O I
10.1117/12.873140
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The research on image quality assessment (IQA) has been become a hot topic in most area concerning image processing. Seeking for the efficient IQA model with the neurophysiology support is naturally the goal people put the efforts to pursue. In this paper, we argue that comparing the edges position of reference and distorted image can well measure the image structural distortion and become an efficient IQA metric, while the edge is detected from the primitive structures of image convolving with LOG filters. The proposed metric is called NSER that has been designed following a simple logic based on the cosine distance of the primitive structures and two accessible improvements. Validation is taken by comparison of the well-known state-of-the-art IQA metrics: VIF, MS-SSIM, VSNR over the six IQA databases: LIVE, TID2008, MICT, IVC, A57, and CSIQ. Experiments show that NSER works stably across all the six databases and achieves the good performance.
引用
收藏
页数:9
相关论文
共 21 条
[1]  
[Anonymous], 2003, AS C SIGN SYST COMP
[2]  
[Anonymous], P IEEE INT C AC SPEE
[3]  
[Anonymous], 1980, VISION
[4]   The ''independent components'' of natural scenes are edge filters [J].
Bell, AJ ;
Sejnowski, TJ .
VISION RESEARCH, 1997, 37 (23) :3327-3338
[5]   VSNR: A wavelet-based visual signal-to-noise ratio for natural images [J].
Chandler, Damon M. ;
Hemami, Sheila S. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (09) :2284-2298
[6]   Image quality assessment based on a degradation model [J].
Damera-Venkata, N ;
Kite, TD ;
Geisler, WS ;
Evans, BL ;
Bovik, AC .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (04) :636-650
[7]  
DAVID M, 2008, P ICIP SAN DIEG USA, P1188
[8]   Are edges incomplete? [J].
Elder, JH .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1999, 34 (2-3) :97-122
[9]  
HORITA K, MICT IMAGE QUALITY E
[10]  
Image Coding and Analysis Lab, CSIQ DAT