Crowd Density Estimation via Markov Random Field (MRF)
文献类型:会议论文
作者 | Jinnian Guo; Xinyu Wu; Tian Cao; Shiqi Yu; Yangsheng Xu |
出版日期 | 2010 |
会议名称 | 2010 8th World Congress on Intelligent Control and Automation, WCICA 2010 |
会议地点 | Jinan, China |
英文摘要 | Crowd density estimation is of importance in security monitoring. Many crowd disasters happened because of the loss of control of the crowddensity. This paper presents an algorithm to estimate crowd density by employing Markov Random Field (MRF). Three types of image features are extracted for estimating, and they are affected more by the neighboring features than by others, meeting the properties of Markov. The method of least squares is applied to estimate the model of crowd density. The system is applied for real-time videos. The proposed algorithm can estimate the number of people in crowds, and the experiments have shown the effectiveness. |
收录类别 | EI |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/2897] ![]() |
专题 | 深圳先进技术研究院_集成所 |
作者单位 | 2010 |
推荐引用方式 GB/T 7714 | Jinnian Guo,Xinyu Wu,Tian Cao,et al. Crowd Density Estimation via Markov Random Field (MRF)[C]. 见:2010 8th World Congress on Intelligent Control and Automation, WCICA 2010. Jinan, China. |
入库方式: OAI收割
来源:深圳先进技术研究院
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