王科俊 刘丽丽 贲晛烨
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摘要： 针对现有的视频监控技术仅依赖人眼的检测，缺乏智能性，进行了基于步态识别的智能监控系统研究，应用背景减除法分割出人体轮廓。通过人体宽高比的相关信号确定运动周期，再对二值周期序列进行步态能量图像(GEI)合成。运用主成分分析或行列相结合的二维主成分分析((2D)2PCA)提取特征主向量，采用最近邻分类器分类。实验结果表明，该方法可以有效降低前期处理对分类识别的影响，而且在我们自己建立的摄像头摆放有一定俯角的步态数据库中3个视角下取得很好的识别效果。
