Efficient object detection based on selective attention

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	Efficient object detection based on selective attention
	Yu, Huapeng 1,2,3; Chang, Yongxin 1,2,3; Lu, Pei 1,3; Xu, Zhiyong 1; Fu, Chengyu 1; Wang, Yafei 2
刊名	COMPUTERS & ELECTRICAL ENGINEERING
	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.