High-level background prior based salient object detection
文献类型：期刊论文
| 作者 | Wang, Gang; Zhang, Yongdong; Li, Jintao |
| 刊名 | JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION
 |
| 出版日期 | 2017-10-01 |
| 卷号 | 48页码:432-441 |
| 关键词 | Salient object detection Background prior Superpixel Objectness |
| ISSN号 | 1047-3203 |
| DOI | 10.1016/j.jvcir.2017.02.004 |
| 英文摘要 | Salient object detection is a fundamental problem in computer vision. Existing methods using only lowlevel features failed to uniformly highlight the salient object regions. In order to combine high-level saliency priors and low-level appearance cues, we propose a novel Background Prior based Salient detection method (BPS) for high-quality salient object detection. Different from other background prior based methods, a background estimation is added before performing saliency detection. We utilize the distribution of bounding boxes generated by a generic object proposal method to obtain background information. Three background priors are mainly considered to model the saliency, namely background connectivity prior, background contrast prior and spatial distribution prior, allowing the proposed method to highlight the salient object as a whole and suppress background clutters. Experiments conducted on two benchmark datasets validate that our method outperforms 11 state-ofthe-art methods, while being more efficient than most leading methods. (C) 2017 Elsevier Inc. All rights reserved. |
| 资助项目 | National Nature Science Foundation of China[61525206] ; National Nature Science Foundation of China[61271428] ; National Nature Science Foundation of China[61273247] ; National Nature Science Foundation of China[61672495] ; Beijing Advanced Innovation Center for Imaging Technology[BAICIT-2016009] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000408180700037 |
| 出版者 | ACADEMIC PRESS INC ELSEVIER SCIENCE |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/6673]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Zhang, Yongdong |
| 作者单位 | Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Gang,Zhang, Yongdong,Li, Jintao. High-level background prior based salient object detection[J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION,2017,48:432-441. |
| APA | Wang, Gang,Zhang, Yongdong,&Li, Jintao.(2017).High-level background prior based salient object detection.JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION,48,432-441. |
| MLA | Wang, Gang,et al."High-level background prior based salient object detection".JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION 48(2017):432-441. |
入库方式： OAI收割
来源：计算技术研究所
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