| Energy-saving object detection by efficiently rejecting a set of neighboring sub-images | |
Pan, Jing1; Pang, Yanwei2; Zhang, Kun2; Yuan, Yuan3 ; Wang, Kongqiao4
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| 2013-08-01 | |
| 发表期刊 | SIGNAL PROCESSING
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| 卷号 | 93期号:8页码:2205-2211 |
| 摘要 | Object detection is crucial for multimedia processing such as image understanding and video analysis. Due to the large amount of images and videos and the limited computational resource, effective and efficient object detection is challenging. Although much effort has been done to develop fast object detection algorithms, little work was concentrated on energy-saving algorithms. Even two detection algorithms that detect objects in the same speed may consume different electronic energies. In this paper, we focus on developing an energy-saving object detection algorithm which can reject a bundle of neighboring sub-images with only one inner-product operation and an acceptable number of addition ones. The total number of multiplications and additions of our algorithm is almost equal to that of the traditional sliding-window method. But in our algorithm the number of multiplication operations is much smaller. Because addition operation consumes less energy than multiplication operation, the proposed method is more energy-saving and efficient. Experimental results on hand detection show that our approach leads to significant improvements in energy and efficiency. (C) 2012 Elsevier B.V. All rights reserved. |
| 文章类型 | Article |
| 关键词 | Object Detection Fast Algorithm Pattern Recognition Energy-saving Algorithm |
| WOS标题词 | Science & Technology ; Technology |
| DOI | 10.1016/j.sigpro.2012.08.019 |
| 收录类别 | SCI ; EI |
| 关键词[WOS] | FACE DETECTION ; ROBUST ; FEATURES |
| 语种 | 英语 |
| WOS研究方向 | Engineering |
| WOS类目 | Engineering, Electrical & Electronic |
| WOS记录号 | WOS:000318581900011 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/23458 |
| 专题 | 光谱成像技术研究室 |
| 作者单位 | 1.Tianjin Univ Technol & Educ, Sch Elect Engn, Tianjin 300222, Peoples R China 2.Tianjin Univ, Sch Elect Informat Engn, Tianjin 300072, Peoples R China 3.Chinese Acad Sci, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Shanxi, Peoples R China 4.Nokia Res Ctr, Beijing 100176, Peoples R China |
| 推荐引用方式 GB/T 7714 | Pan, Jing,Pang, Yanwei,Zhang, Kun,et al. Energy-saving object detection by efficiently rejecting a set of neighboring sub-images[J]. SIGNAL PROCESSING,2013,93(8):2205-2211. |
| APA | Pan, Jing,Pang, Yanwei,Zhang, Kun,Yuan, Yuan,&Wang, Kongqiao.(2013).Energy-saving object detection by efficiently rejecting a set of neighboring sub-images.SIGNAL PROCESSING,93(8),2205-2211. |
| MLA | Pan, Jing,et al."Energy-saving object detection by efficiently rejecting a set of neighboring sub-images".SIGNAL PROCESSING 93.8(2013):2205-2211. |
| 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 | ||
| Energy-saving object（820KB） | 期刊论文 | 出版稿 | 限制开放 | CC BY | 请求全文 | |
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