Efficient object detection based on selective attention | |
Yu, Huapeng1,2,3; Chang, Yongxin1,2,3; Lu, Pei1,3; Xu, Zhiyong1; Fu, Chengyu1; Wang, Yafei2 | |
刊名 | COMPUTERS & ELECTRICAL ENGINEERING
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2014-04-01 | |
卷号 | 40期号:3页码:907-919 |
英文摘要 | In this paper, we make use of biologically inspired selective attention to improve the efficiency and performance of object detection under clutter. At first, we propose a novel bottom-up attention model. We argue that heuristic feature selection based on bottom-up attention can stably select out invariant and discriminative features. With these selected features, performance of object detection can be improved apparently and stably. Then we propose a novel concept of saccade map based on bottom-up attention to simulate the saccade (eye movements) in vision. Sliding within saccade map to detect object can significantly reduce computational complexity and apparently improve performance because of the effective filtering for distracting information. With these ideas, we present a general framework for object detection through integrating bottom-up attention. Through evaluating on UIUC cars and Weizmann-Shotton horses we show state-of-the-art performance of our object detection model. (C) 2013 Elsevier Ltd. All rights reserved. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Computer Science, Hardware & Architecture ; Computer Science, Interdisciplinary Applications ; Engineering, Electrical & Electronic |
研究领域[WOS] | Computer Science ; Engineering |
关键词[WOS] | VISUAL-ATTENTION ; CORTEX ; RECOGNITION ; MODEL |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000336187000014 |
公开日期 | 2015-12-24 |
内容类型 | 期刊论文 |
源URL | [http://ir.ioe.ac.cn/handle/181551/2473] ![]() |
专题 | 光电技术研究所_光电技术研究所被WoS收录文章 |
作者单位 | 1.Chinese Acad Sci, Inst Opt & Elect, Chengdu 610209, Sichuan Provinc, Peoples R China 2.Univ Elect Sci & Technol China, Sch Optoelect Informat, Chengdu 610054, Peoples R China 3.Grad Univ Chinese Acad Sci, Chengdu 610054, Peoples R China |
推荐引用方式 GB/T 7714 | Yu, Huapeng,Chang, Yongxin,Lu, Pei,et al. Efficient object detection based on selective attention[J]. COMPUTERS & ELECTRICAL ENGINEERING,2014,40(3):907-919. |
APA | Yu, Huapeng,Chang, Yongxin,Lu, Pei,Xu, Zhiyong,Fu, Chengyu,&Wang, Yafei.(2014).Efficient object detection based on selective attention.COMPUTERS & ELECTRICAL ENGINEERING,40(3),907-919. |
MLA | Yu, Huapeng,et al."Efficient object detection based on selective attention".COMPUTERS & ELECTRICAL ENGINEERING 40.3(2014):907-919. |
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