Content-Aware Retargeted Image Quality Assessment

被引:5
作者
Zhang, Tingting [1 ]
Yu, Ming [1 ,2 ]
Guo, Yingchun [2 ]
Liu, Yi [2 ]
机构
[1] Hebei Univ Technol, Sch Elect & Informat Engn, Tianjin 300401, Peoples R China
[2] Hebei Univ Technol, Sch Artificial Intelligence, Tianjin 300401, Peoples R China
基金
中国国家自然科学基金;
关键词
content aware; image retarget; content-aware image scaling; image quality assessment; structural similarity; ALGORITHMS;
D O I
10.3390/info10030111
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In targeting the low correlation between existing image scaling quality assessment methods and subjective awareness, a content-aware retargeted image quality assessment algorithm is proposed, which is based on the structural similarity index. In this paper, a similarity index, that is, a local structural similarity algorithm, which can measure different sizes of the same image is proposed. The Speed Up Robust Feature (SURF) algorithm is used to extract the local structural similarity and the image content loss degree. The significant area ratio is calculated by extracting the saliency region and the retargeted image quality assessment function is obtained by linear fusion. In the CUHK image database and the MIT RetargetMe database, compared with four representative assessment algorithms and other latest four kinds of retargeted image quality assessment algorithms, the experiment proves that the proposed algorithm has a higher correlation with Mean Opinion Score (MOS) values and corresponds with the result of human subjective assessment.
引用
收藏
页数:13
相关论文
共 29 条
[1]  
[Anonymous], 2007, 2007 IEEE 11 INT C C, DOI DOI 10.1109/ICCV.2007.4409010
[2]  
Avidan S., 2007, ACM SIGGRAPH 2007 PA, V26, P3, DOI DOI 10.1145/1275808.1276390
[3]  
Charrada A., 2017, Conference on Computer Communications (INFOCOM), P1
[4]   Optimized Image Resizing Using Seam Carving and Scaling [J].
Dong, Weiming ;
Zhou, Ning ;
Paul, Jean-Claude ;
Zhang, Xiaopeng .
ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (05) :1-10
[5]   Optimized Multioperator Image Retargeting Based on Perceptual Similarity Measure [J].
Fang, Yuming ;
Fang, Zhijun ;
Yuan, Feiniu ;
Yang, Yong ;
Yang, Shouyuan ;
Xiong, Neal N. .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2017, 47 (11) :2956-2966
[6]   A No Reference Image Quality Assessment Metric Based on Visual Perception [J].
Fu, Yan ;
Wang, Shengchun .
ALGORITHMS, 2016, 9 (04)
[7]   Quality Assessment of Retargeted Images Using Hand-Crafted and Deep-Learned Features [J].
Fu, Zhenqi ;
Shao, Feng ;
Jiang, Qiuping ;
Fu, Randi ;
Ho, Yo-Sung .
IEEE ACCESS, 2018, 6 :12008-12018
[8]   A Novel Unsupervised Segmentation Quality Evaluation Method for Remote Sensing Images [J].
Gao, Han ;
Tang, Yunwei ;
Jing, Linhai ;
Li, Hui ;
Ding, Haifeng .
SENSORS, 2017, 17 (10)
[9]   Context-Aware Saliency Detection [J].
Goferman, Stas ;
Zelnik-Manor, Lihi ;
Tal, Ayellet .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (10) :1915-1926
[10]   No-reference image quality assessment algorithms: A survey [J].
Kamble, Vipin ;
Bhurchandi, K. M. .
OPTIK, 2015, 126 (11-12) :1090-1097