| LHMM熵的聚众事件实时检测 |
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| 引用本文： | 欧阳宁,宁瑞芳,莫建文,张彤,刘丽群. LHMM熵的聚众事件实时检测[J]. 计算机工程, 2011, 37(20): 160-162. DOI: 10.3969/j.issn.1000-3428.2011.20.055 |
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| 作者姓名： | 欧阳宁 宁瑞芳 莫建文 张彤 刘丽群 |
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| 作者单位： | 1. 电子科技大学电子工程学院,成都610054; 桂林电子科技大学信息与通信学院,广西桂林541004
2. 桂林电子科技大学信息与通信学院,广西桂林,541004 |
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| 基金项目： | 广西千亿元产业重大科技攻关工程项目(桂科攻0996028);广西自然科学基金资助项目(桂科基0991022) |
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| 摘 要： | 提出一种结合分层隐马尔科夫模型(LHMM)与熵值的聚众事件实时检测方法。使用长宽比消除前景中其他物体的影响，以区域中的人数和总速度为观察值，分2层训练出聚众事件的LHMM。当观察值序列与模型的相似度大于设定阈值时，利用光流法计算该帧熵值，若熵值大于设定阈值，则表示发生聚众事件；否则，为非聚众事件，继续下一帧的处理。实验结果表明，该方法具有较高的识别率和较好的鲁棒性。
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| 关 键 词： | 长宽比 场景分块 分层隐马尔科夫模型 熵 聚众事件 |
| 收稿时间： | 2011-03-17 |
Real-time Detection for Gathering Events Using Layered Hidden Markov Model Entropy |
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| OUYANG Ning,NING Rui-fang,MO Jian-wen,ZHANG Tong,LIU Li-qun. Real-time Detection for Gathering Events Using Layered Hidden Markov Model Entropy[J]. Computer Engineering, 2011, 37(20): 160-162. DOI: 10.3969/j.issn.1000-3428.2011.20.055 |
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| Authors: | OUYANG Ning NING Rui-fang MO Jian-wen ZHANG Tong LIU Li-qun |
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| Affiliation: | 1.School of Electronic Engineering,University of Electronic Science and Technology of China,Chengdu 610054,China;2.School of Information and Communication,Guilin University of Electronic Technology,Guilin 541004,China) |
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| Abstract: | This paper proposes a Layered Hidden Markov Model（LHMM） and entropy method to detect a gathering event in real-time.It uses aspect ratio eliminates the effect of other objects in the foreground,divides the video scene into blocks of regions,and relies on number and total speed statistics as the features.The features are encoded with LHMM to allow for the detection of gathering event.When the similarity between observation and the model is greater than the setted threshold,using optical flow calculates the entropy of the frame,entropy is greater than the setted threshold,it is judged to report a gathering event.Otherwise,not a gathering event,continuing processing next frame.Experimental results show the approach have higher recognition rate and robust. |
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| Keywords: | length-width ratio scene block Layered Hidden Markov Model（LHMM） entropy gathering event |
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