Colour Image Quality Assessment Using Structural Similarity Index and Singular Value Decomposition

被引:0
|
作者
Okarma, Krzysztof [1 ]
机构
[1] Tech Univ Szczecin, Fac Elect Engn, Chair Signal Proc & Multimedia Engn, PL-71126 Szczecin, Poland
来源
COMPUTER VISION AND GRAPHICS | 2009年 / 5337卷
关键词
colour image quality assessment; colour spaces; Structural Similarity; SVD;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the paper the analysis of the influence of the colour space on the results obtained during image quality assessment using the Structural Similarity index and the Singular Value Decomposition approach has been investigated. Obtained results have been compared to the ones achieved by widely used Normalised Colour Difference (NCD) metric. All the calculations have been performed using the LIVE Image Quality Assessment Database in order to compare the correlation of achieved results with the Differential Mean Opinion Score (DMOS) values obtained from the LIVE database. As a good solution for the further research, also with the use of some other image quality metrics, the application of the HSV colour space is proposed instead of commonly used YUV/YIQ luminance channel or the average of the RGB channels.
引用
收藏
页码:55 / 65
页数:11
相关论文
共 50 条
  • [1] Image decomposition-based structural similarity index for image quality assessment
    Yang, Junfeng
    Lin, Yaping
    Ou, Bo
    Zhao, Xiaochao
    [J]. EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2016,
  • [2] Image decomposition-based structural similarity index for image quality assessment
    Junfeng Yang
    Yaping Lin
    Bo Ou
    Xiaochao Zhao
    [J]. EURASIP Journal on Image and Video Processing, 2016
  • [3] Image quality assessment using the singular value decomposition theorem
    Azadeh Mansouri
    Ahmad Mahmoudi Aznaveh
    Farah Torkamani-Azar
    J. Afshar Jahanshahi
    [J]. Optical Review, 2009, 16 : 49 - 53
  • [4] Image quality assessment using the singular value decomposition theorem
    Mansouri, Azadeh
    Aznaveh, Ahmad Mahmoudi
    Torkamani-Azar, Farah
    Jahanshahi, J. Afshar
    [J]. OPTICAL REVIEW, 2009, 16 (02) : 49 - 53
  • [5] Two-Dimensional Windowing in the Structural Similarity Index for the Colour Image Quality Assessment
    Okarma, Krzysztof
    [J]. COMPUTER ANALYSIS OF IMAGES AND PATTERNS, PROCEEDINGS, 2009, 5702 : 501 - 508
  • [6] A Novel Image Quality Assessment Metric using Singular Value Decomposition
    Ali, Syed Salman
    [J]. 2015 IEEE 14TH CANADIAN WORKSHOP ON INFORMATION THEORY (CWIT), 2015, : 170 - 173
  • [7] A Perceptual Image Quality Assessment Metric Using Singular Value Decomposition
    Wang, Shuigen
    Cui, Dongshun
    Wang, Baoxian
    Zhao, Baojun
    Yang, Jinglin
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2015, 34 (01) : 209 - 229
  • [8] A Perceptual Image Quality Assessment Metric Using Singular Value Decomposition
    Shuigen Wang
    Dongshun Cui
    Baoxian Wang
    Baojun Zhao
    Jinglin Yang
    [J]. Circuits, Systems, and Signal Processing, 2015, 34 : 209 - 229
  • [9] Image quality assessment using full-parameter singular value decomposition
    Wang, Rui
    Cui, Yu-zhu
    Yuan, Yan
    [J]. OPTICAL ENGINEERING, 2011, 50 (05)
  • [10] Equalized Structural Similarity Index for Image Quality Assessment
    Capodiferro, L.
    Mangiatordi, F.
    Di Claudio, E. D.
    Jacovitti, G.
    [J]. PROCEEDINGS OF THE 7TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA 2011), 2011, : 420 - 424