HVS-based Structural Similarity for Image Quality Assessment

被引:0
|
作者
Wang, Bo [1 ]
Wang, Zhibing [1 ]
Liao, Yupeng [1 ]
Lin, Xinggang [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
关键词
HSSIM; HVS; SSIM; image metric;
D O I
暂无
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 quality assessment is important and widely used in image processing. Recently, the metric named Structural Similarity is proposed, which is based on the assumption that human visual perception is highly adapted for extracting structural information. This metric has a better Performance than PSNR in many cases but fails in case evaluating the badly blurred images. This limitation is inconsistent with the characteristics Of human visual system (HVS) and leads to our inspiration of applying HVS characters to images structural similarity. Our method, HVS-based Structural Similarity(HSSIM), employs the HVS characters both in frequency domain and spatial domain. It can be concluded in our experiment that HSSIM performs better than PSNR and SSIM, especially for badly blurred images.
引用
收藏
页码:1195 / 1198
页数:4
相关论文
共 50 条
  • [1] HVS-based Structural Image Quality Assessment Model
    Yang, Bo
    Lei, Liang
    Yang, Junling
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 8497 - 8500
  • [2] HVS-based Image Quality Assessment for Digital Cinema
    You, Junyong
    Rahayu, Fitri N.
    Reiter, Ulrich
    Perkis, Andrew
    [J]. IMAGE QUALITY AND SYSTEM PERFORMANCE VII, 2010, 7529
  • [3] HVS-Based Perception-Driven No-Reference Omnidirectional Image Quality Assessment
    Liu, Yun
    Yin, Xiaohua
    Wang, Yan
    Yin, Zixuan
    Zheng, Zhi
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
  • [4] HVS-Based Perception-Driven No-Reference Omnidirectional Image Quality Assessment
    Liu, Yun
    Yin, Xiaohua
    Wang, Yan
    Yin, Zixuan
    Zheng, Zhi
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
  • [5] HVS-Based Perception-Driven No-Reference Omnidirectional Image Quality Assessment
    Liu, Yun
    Yin, Xiaohua
    Wang, Yan
    Yin, Zixuan
    Zheng, Zhi
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
  • [6] HVS-based medical image compression
    Kai, X
    Jie, Y
    Min, ZY
    Liang, LX
    [J]. EUROPEAN JOURNAL OF RADIOLOGY, 2005, 55 (01) : 139 - 145
  • [7] An HVS-based wavelet image coder
    Guo, Linfeng
    Meng, Yan
    [J]. PROCEEDINGS OF THE EIGHTH IASTED INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING, 2006, : 216 - +
  • [8] HVS-BASED PERCEPTUAL COLOR COMPRESSION OF IMAGE DATA
    Prangnell, Lee
    Sanchez, Victor
    [J]. 2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021), 2021, : 1600 - 1604
  • [9] HVS-based image compression using the wavelet transform
    Rabinovitch, I
    Venetsanopoulos, AN
    [J]. CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING-REVUE CANADIENNE DE GENIE ELECTRIQUE ET INFORMATIQUE, 1998, 23 (1-2): : 17 - 22
  • [10] HVS-based imperceptibility measure of watermark in watermarked color image
    Yang, Hongmei
    Liang, Yongquan
    Liu, Lianshan
    Sun, Haibin
    [J]. SNPD 2007: EIGHTH ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING, AND PARALLEL/DISTRIBUTED COMPUTING, VOL 3, PROCEEDINGS, 2007, : 722 - +