| 智能视频监控中基于机器学习的自动人数统计 |
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| 引用本文： | 贾慧星,章毓晋. 智能视频监控中基于机器学习的自动人数统计[J]. 电视技术, 2009, 33(4) |
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| 作者姓名： | 贾慧星 章毓晋 |
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| 作者单位： | 清华大学,信息科学与技术国家实验室,电子工程系,北京,100084 |
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| 基金项目： | 国家自然科学基金，教育部高等学校博士学科点专项科研基金 |
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| 摘 要： | 提出了智能视频监控中基于机器学习的自动人数统计系统.该系统通过机器学习的方法对视频序列中人的头肩部位进行准确地检测,克服了传统检测方法如连通域分析和简单模板匹配的不足,对光线变化和人群拥挤等问题具有较好的稳健性,在对具体场景的初步测试中取得了较满意的效果.
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| 关 键 词： | 智能视频监控 人数统计 目标检测与跟踪 机器学习 |
Automatic People Counting Based on Machine Learning in Intelligent Video Surveillance |
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| JIA Hui-xing,ZHANG Yu-jin. Automatic People Counting Based on Machine Learning in Intelligent Video Surveillance[J]. Ideo Engineering, 2009, 33(4) |
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| Authors: | JIA Hui-xing ZHANG Yu-jin |
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| Affiliation: | Tsinghua National Laboratory for Information Science and Technology;Department of Electronic Engineering;Tsinghua University;Beijing 100084;China |
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| Abstract: | An automatic people counting system based on machine learning in intelligent video surveillance is proposed in this paper. The system detects head-shoulder component based on machine learning, which overcomes the disadvantages of traditional detection methods such as connected component analysis or simple template matching. The system demonstrates its robustness to illumination change and crowd in practical applications. |
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| Keywords: | intelligent video surveillance people counting object detection and tracking machine learning |
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