基于数学形态学和HSI颜色空间的人头检测  被引量:17

Head detection algorithm based on mathematical morphology and HSI color space

在线阅读下载全文

作  者:赵军伟[1] 侯清涛 李金屏[3] 彭勃[4] 

机构地区:[1]华北科技学院计算机学院,北京101601 [2]山东政通科技发展有限公司,山东济南250013 [3]济南大学信息科学与工程学院,山东济南250022 [4]北京控制工程研究所,北京100048

出  处:《山东大学学报(工学版)》2013年第2期6-10,共5页Journal of Shandong University(Engineering Science)

基  金:中央高校基本科研业务费资助项目(3142013072);国家自然科学基金资助项目(60873089)

摘  要:为提高视频监控中人数统计的实时性,提出一种人头检测算法。该方法在HSI(hue,saturation intensity)颜色空间建立人头颜色模型,并结合头发的灰度范围进行二值化。采用数学形态学的膨胀腐蚀算法进行预处理,并在边缘检测之后再次进行膨胀腐蚀,从而得到若干个候选区域。利用轮廓的几何特征综合判断这些区域是否为人头。实际监控的实验结果表明:该方法能够快速有效地检测出人头,很好地满足了视频监控中人数统计的实时性要求。An approach of head detection was proposed to meet the requirement of reducing people counting time in real-time video monitoring.A hair color model was established in HSI color space,and the image binarization was processed by considering the range of hair gray-level.The mathematical morphology dilation and erosion preprocessing algorithm was presented.Then,the dilation and erosion algorithm was used again after the image edge detection in order to get several candidate areas.At last,the geometrical characteristics of contour were used to judge whether these areas was the head or not.Experimental results showed that this algorithm was fast and effective,which could meet the real-time needs of intelligent video surveillance.

关 键 词:人头检测 数学形态学 HSI颜色空间 边缘检测 

分 类 号:TP391.41[自动化与计算机技术—计算机应用技术]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象