个人信息Personal Information
副教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:机械工程学院
学科:机械电子工程. 机械制造及其自动化. 机械设计及理论
办公地点:机械学院6116
电子邮箱:liud@dlut.edu.cn
An Integrated Model of Visual Attention for Homecare Robot with Self-awareness
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论文类型:会议论文
发表时间:2015-12-06
收录刊物:EI、CPCI-S、Scopus
页面范围:1752-1757
摘要:This paper proposes an integrated model of top-down and bottom-up visual attention with self-awareness for a homecare robot. For mimicking the human attention processes, a robot self-awareness model with fuzzy decision making system is developed and utilized, which is an important improvement on the existing robot attention models. Besides the task-driven object-based biasing, a robot self-awareness model can generate other parts of top-down biases in a robot visual attention model. Some results from the self-awareness model are obtained here. In order to update the weights in robot memory, the learning process is carried out through the Bayes' rule. Three images are tested to evaluate the developed methods. Four types of saliency maps are compared to see how self-awareness can affect robot attention selection.