Saliency Detection via Manifold Ranking Based on Robust Foreground

doi:10.1007/s11633-020-1246-z

CORC > 自动化研究所 > 中国科学院自动化研究所 > 学术期刊 > International Journal of Automation and Computing

	Saliency Detection via Manifold Ranking Based on Robust Foreground
	Wei-Ping Ma; Wen-Xin Li; Jin-Chuan Sun; Peng-Xia Cao
刊名	International Journal of Automation and Computing
	2021
卷号	18 期号:1 页码:73-84
关键词	Saliency detection manifold ranking boundary connectivity convex hull robust foreground
ISSN号	1476-8186
DOI	10.1007/s11633-020-1246-z
英文摘要	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.
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/42455]
专题	自动化研究所_学术期刊_International Journal of Automation and Computing
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.