A saliency prediction model on 360 degree images using color dictionary based sparse representation

被引:52
作者
Ling, Jing [1 ]
Zhang, Kao [1 ]
Zhang, Yingxue [1 ]
Yang, Daiqin [1 ]
Chen, Zhenzhong [1 ]
机构
[1] Wuhan Univ, Sch Remote Sensing & Informat Engn, Wuhan 430079, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
360 degrees images; Saliency prediction; Color dictionary; Sparse representation; Latitude-bias; VISUAL-ATTENTION;
D O I
10.1016/j.image.2018.03.007
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
In this paper, a model using color dictionary based sparse representation for 360 degrees image saliency prediction is proposed, referred to as CDSR. The proposed model simulates human color perception, extracting the image features by color dictionary based sparse representation, combining with weighted center surround differences between image patches. Additionally, the partitioning operation, and latitude-bias enhancement are integrated into the proposed model to adapt for 360 degrees image saliency prediction. Experimental results on both natural images and 360 degrees images show the superior performances of the proposed saliency prediction model.
引用
收藏
页码:60 / 68
页数:9
相关论文
共 57 条
[1]  
Achanta R, 2008, LECT NOTES COMPUT SC, V5008, P66
[2]  
Achanta R, 2009, PROC CVPR IEEE, P1597, DOI 10.1109/CVPRW.2009.5206596
[3]   K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation [J].
Aharon, Michal ;
Elad, Michael ;
Bruckstein, Alfred .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (11) :4311-4322
[4]  
[Anonymous], P IEEE EUR SIGN PROC
[5]  
[Anonymous], 2016, ARXIV161204335
[6]  
[Anonymous], 2006, Advances in Neural Information Processing Systems
[7]   Visual Attention on the Sphere [J].
Bogdanova, Iva ;
Bur, Alexandre ;
Huegli, Heinz .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (11) :2000-2014
[8]   Dynamic visual attention on the sphere [J].
Bogdanova, Iva ;
Bur, Alexandre ;
Huegli, Heinz ;
Farine, Pierre-Andre .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2010, 114 (01) :100-110
[9]   State-of-the-Art in Visual Attention Modeling [J].
Borji, Ali ;
Itti, Laurent .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2013, 35 (01) :185-207
[10]  
Borji A, 2012, PROC CVPR IEEE, P478, DOI 10.1109/CVPR.2012.6247711