首页 | 本学科首页   官方微博 | 高级检索  
     

直方图反向投影多目标检测优化算法
引用本文:张辰,赵红颖,钱旭. 直方图反向投影多目标检测优化算法[J]. 计算机系统应用, 2014, 23(2): 178-182,218
作者姓名:张辰  赵红颖  钱旭
作者单位:中国矿业大学 北京 机电与信息工程学院, 北京 100083;北京大学 遥感与地理信息系统研究所, 北京 100871;北京大学 遥感与地理信息系统研究所, 北京 100871;中国矿业大学 北京 机电与信息工程学院, 北京 100083
摘    要:针对目标检测中图像背景信息复杂以及反向投影方法目标颜色类型单一的问题,提出了一种改进的直方图反向投影目标检测优化算法.在建立多个目标模型弥补一般反向投影方法不能同时检测含有不同颜色信息目标这一不足的同时,通过对目标概率图像进行一系列优化处理以减小复杂背景对目标检测的干扰.实验结果表明,该算法在满足对视频图像实时处理要求的同时可准确检测目标位置,且检测效果及计算效率优于传统反向投影算法及其他方法.

关 键 词:目标检测  反向投影  目标概率  颜色直方图
收稿时间:2013-07-23
修稿时间:2013-08-27

Optimized Multi-Object Detection Method Based on Histogram Back-Projection
ZHANG Chen,ZHAO Hong-Ying and QIAN Xu. Optimized Multi-Object Detection Method Based on Histogram Back-Projection[J]. Computer Systems& Applications, 2014, 23(2): 178-182,218
Authors:ZHANG Chen  ZHAO Hong-Ying  QIAN Xu
Affiliation:School of Mechanical Electronic & Information Engineering, China University of Mining and Technology, Beijing 100083, China;Institute of Remote Sensing and Geographical Information System, Peking University, Beijing 100871, China;Institute of Remote Sensing and Geographical Information System, Peking University, Beijing 100871, China;School of Mechanical Electronic & Information Engineering, China University of Mining and Technology, Beijing 100083, China
Abstract:Aiming at the complexity of background image in object detection and the singleness of object's color type in common back-projection method, an optimized object detection method based on histogram back-projection was presented. In this algorithm, multiple object models were established to make up the defect that multiple objects with different colors cannot be detected by using common back-projection method. Besides, in order to reduce the interference of complex background, a series of optimizing process steps for the probability image was added. Experimental results show that the proposed algorithm not only can accurately detect the position of objects in real-time, but also with better detection effect and higher operation efficiency than the common back-projection algorithm and other methods.
Keywords:object detection  back-projection  object probability  color histogram
本文献已被 CNKI 维普 等数据库收录!
点击此处可从《计算机系统应用》浏览原始摘要信息
点击此处可从《计算机系统应用》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号