Knowledge Commons of Institute of Automation,CAS
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 | |
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. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
IJAC-2020-04-079.pdf(3408KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论