Content-weighted video quality assessment using a three-component image model

被引:37
作者
Li, Chaofeng [1 ]
Bovik, Alan Conrad [2 ]
机构
[1] Jiangnan Univ, Sch Informat Technol, Wuxi 214122, Jiangsu, Peoples R China
[2] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
关键词
D O I
10.1117/1.3267087
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
Objective image and video quality measures play important roles in numerous image and video processing applications. In this work, we propose a new content-weighted method for full-reference (FR) video quality assessment using a three-component image model. Using the idea that different image regions have different perceptual significance relative to quality, we deploy a model that classifies image local regions according to their image gradient properties, then apply variable weights to structural similarity image index (SSIM) [ and peak signal-to-noise ratio (PSNR)] scores according to region. A frame-based video quality assessment algorithm is thereby derived. Experimental results on the Video Quality Experts Group (VQEG) FR-TV Phase 1 test dataset show that the proposed algorithm outperforms existing video quality assessment methods. (C) 2010 SPIE and IS&T. [DOI: 10.1117/1.3267087]
引用
收藏
页数:9
相关论文
共 24 条
[1]  
[Anonymous], 2000, FIN REP VID QUAL EXP
[2]  
Girod Bernd, 1993, P207
[3]   PVQM - A perceptual video quality measure [J].
Hekstra, AP ;
Beerends, JG ;
Ledermann, D ;
de Caluwe, FE ;
Kohler, S ;
Koenen, RH ;
Rihs, S ;
Ehrsam, M ;
Schlauss, D .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2002, 17 (10) :781-798
[4]   Perceptual quality measure using a spatio-temporal model of the human visual system [J].
Lambrecht, CJV ;
Verscheure, O .
DIGITAL VIDEO COMPRESSION: ALGORITHMS AND TECHNOLOGIES 1996, 1996, 2668 :450-461
[5]   Image coding quality assessment using fuzzy integrals with a three-component image model [J].
Li, JL ;
Chen, G ;
Chi, ZR ;
Lu, CG .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (01) :99-106
[6]   Modeling visual attention's modulatory aftereffects on visual sensitivity and quality evaluation [J].
Lu, ZK ;
Lin, WS ;
Yang, XK ;
Ong, EP ;
Yao, SS .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (11) :1928-1942
[7]  
Lubin Jeffrey, 1993, P163
[8]   A scalable wavelet-based video distortion metric and applications [J].
Masry, M ;
Hemami, SS ;
Sermadevi, Y .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2006, 16 (02) :260-273
[9]   New standardized method for objectively measuring video quality [J].
Pinson, MH ;
Wolf, S .
IEEE TRANSACTIONS ON BROADCASTING, 2004, 50 (03) :312-322
[10]   A PERCEPTUALLY MOTIVATED 3-COMPONENT IMAGE MODEL .1. DESCRIPTION OF THE MODEL [J].
RAN, XN ;
FARVARDIN, N .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (04) :401-415