Saliency Detection via Manifold Ranking Based on Robust Foreground

doi:10.1007/s11633-020-1246-z

CASIA OpenIR > 学术期刊 > Machine Intelligence Research

	Saliency Detection via Manifold Ranking Based on Robust Foreground
	Wei-Ping Ma; Wen-Xin Li; Jin-Chuan Sun; Peng-Xia Cao
发表期刊	International Journal of Automation and Computing
ISSN	1476-8186
	2021
卷号	18 期号:1 页码:73-84
摘要	The graph-based manifold ranking saliency detection only relies on the boundary background to extract foreground seeds, resulting in a poor saliency detection result, so a method that obtains robust foreground for manifold ranking is proposed in this paper. First, boundary connectivity is used to select the boundary background for manifold ranking to get a preliminary saliency map, and a foreground region is acquired by a binary segmentation of the map. Second, the feature points of the original image and the filtered image are obtained by using color boosting Harris corners to generate two different convex hulls. Calculating the intersection of these two convex hulls, a final convex hull is found. Finally, the foreground region and the final convex hull are combined to extract robust foreground seeds for manifold ranking and getting final saliency map. Experimental results on two public image datasets show that the proposed method gains improved performance compared with some other classic methods in three evaluation indicators: precision-recall curve, F-measure and mean absolute error.
关键词	Saliency detection manifold ranking boundary connectivity convex hull robust foreground
DOI	10.1007/s11633-020-1246-z
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42455
专题	学术期刊_Machine Intelligence Research
作者单位	Lanzhou Institute of Physics, China Academy of Space Technology, Lanzhou 730000, China
推荐引用方式 GB/T 7714	Wei-Ping Ma,Wen-Xin Li,Jin-Chuan Sun,et al. Saliency Detection via Manifold Ranking Based on Robust Foreground[J]. International Journal of Automation and Computing,2021,18(1):73-84.
APA	Wei-Ping Ma,Wen-Xin Li,Jin-Chuan Sun,&Peng-Xia Cao.(2021).Saliency Detection via Manifold Ranking Based on Robust Foreground.International Journal of Automation and Computing,18(1),73-84.
MLA	Wei-Ping Ma,et al."Saliency Detection via Manifold Ranking Based on Robust Foreground".International Journal of Automation and Computing 18.1(2021):73-84.

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