褚金奎

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:北京航空航天大学

学位:博士

所在单位:机械工程学院

学科:机械电子工程. 微机电工程. 测试计量技术及仪器

办公地点:机械大方楼6019

联系方式:0411-84706108

电子邮箱:chujk@dlut.edu.cn

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A visual attention model for robot object tracking

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论文类型:期刊论文

发表时间:2010-02-01

发表刊物:International Journal of Automation and Computing

收录刊物:EI

卷号:7

期号:1

页面范围:39-46

ISSN号:14768186

摘要:Inspired by human behaviors, a robot object tracking model is proposed on the basis of visual attention mechanism, which is fit for the theory of topological perception. The model integrates the image-driven, bottom-up attention and the object-driven, top-down attention, whereas the previous attention model has mostly focused on either the bottom-up or top-down attention. By the bottom-up component, the whole scene is segmented into the ground region and the salient regions. Guided by top-down strategy which is achieved by a topological graph, the object regions are separated from the salient regions. The salient regions except the object regions are the barrier regions. In order to estimate the model, a mobile robot platform is developed, on which some experiments are implemented. The experimental results indicate that processing an image with a resolution of 752 × 480 pixels takes less than 200ms and the object regions are unabridged. The analysis obtained by comparing the proposed model with the existing model demonstrates that the proposed model has some advantages in robot object tracking in terms of speed and efficiency. © 2010 Institute of Automation, Chinese Academy of Sciences and Springer-Verlag Berlin Heidelberg.