Visual Saliency Detection Based on Region Contrast and Guided Filter | |
Liu, Liqiang1,2; Cao, Jianzhong1; Niu, Yuefeng1; Guo, Huinan1; Liu, LQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian, Shaanxi, Peoples R China. | |
2017 | |
会议名称 | 2nd IEEE International Conference on Computational Intelligence and Applications (ICCIA) |
会议录名称 | 2017 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND APPLICATIONS (ICCIA) |
页码 | 327-330 |
会议日期 | 2017-09-08 |
会议地点 | N China Univ Technol, Beijing, PEOPLES R CHINA |
出版地 | NEW YORK |
出版者 | IEEE |
产权排序 | 1 |
摘要 | The main challenge of previous saliency detection method is the low quality of obtained saliency map which missed the edge and texture information easily. So it cannot reflect the integrated image salient information. Considering this problem, we propose a novel saliency measure method which combine region contrast and fast guided filter. This method utilizes region contrast method to obtain initial saliency maps. Then we optimize the saliency maps by using the fast guided filter. Extensive experimental results on natural image show the effectiveness of the proposed method. One aspect, the obtained final saliency maps have obvious advantages in dealing with the texture and weakening the inconsequential region. Another aspect, evaluation on the two databases validates that our method achieves superior results and outperforms compared previous approach in both precision and recall. |
关键词 | Saliency Guided Filter Region Contrast Edge And Texture |
学科领域 | Computer Science, Artificial Intelligence |
作者部门 | 动态光学成像研究室 |
收录类别 | EI ; ISTP |
ISBN号 | 978-1-5386-2030-4 |
语种 | 英语 |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/29962 |
专题 | 飞行器光学成像与测量技术研究室 |
通讯作者 | Liu, LQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian, Shaanxi, Peoples R China. |
作者单位 | 1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian, Shaanxi, Peoples R China 2.Univ Chinese Acad Sci, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Liu, Liqiang,Cao, Jianzhong,Niu, Yuefeng,et al. Visual Saliency Detection Based on Region Contrast and Guided Filter[C]. NEW YORK:IEEE,2017:327-330. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Visual Saliency Dete(408KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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