Saliency Detection via Manifold Ranking Based on Robust Foreground
文献类型：期刊论文
| 作者 | Wei-Ping Ma; Wen-Xin Li; Jin-Chuan Sun; Peng-Xia Cao |
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 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. |
| 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. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
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。