电子学报2017，Vol.45Issue(9)：2065-2070,6.DOI:10.3969/j.issn.0372-2112.2017.09.002
一种受人脑三阶段记忆机制启发的鲁棒运动目标跟踪方法
Robust Moving Object Tracking Method Inspired by the Mechanism of Human Brain Three-Stage Memory Model
摘要
Abstract
Most of the current object tracking algorithms will fail when sudden appearance changes and serious occlusions occur.Inspired by the mechanism of human brain three-stage memory model,this paper develops a spinning tri-layercircle memory model(STLC-MM) and applies it for template updating during object tracking.Three memory spaces are defined to store and process the object templates used during tracking.With three circle memory spaces spinning,templates in the three memory spaces are updated by imitating the cognitive process of memorization,recall,and forgetting.Finally,in order to verify the effect of the proposed model,STLC-MM is incorporated into a particle filter (PF) framework.Experimental results show that the proposed method is more robust to sudden appearance changes and serious occlusions.关键词
人脑记忆模型/三层圆旋转模型/粒子滤波/运动目标跟踪Key words
human brain memory modeling/spinning tri-layer-circle memory model/particle filters/moving object tracking分类
信息技术与安全科学引用本文复制引用
王延江,李蕙,齐玉娟..一种受人脑三阶段记忆机制启发的鲁棒运动目标跟踪方法[J].电子学报,2017,45(9):2065-2070,6.基金项目
国家自然科学基金项目(No.61271407,No.61402535,No.61671480) （No.61271407,No.61402535,No.61671480）
山东省自然科学基金项目(No.ZR2013FQ015) （No.ZR2013FQ015）
