real-time vehicle detection based on haar features and pairwise geometrical histograms
文献类型:会议论文
作者 | Yong Xi ; Zhang Liwei ; Song Zhangjun ; Hu Ying ; Zheng Lan ; Zhang Jianwei |
出版日期 | 2011 |
会议名称 | 2011 International Conference on Information and Automation, ICIA 2011 |
会议日期 | June 6, 2011 - June 8, 2011 |
会议地点 | Shenzhen, China |
关键词 | Codes (symbols) Graphic methods Statistical methods Vehicles |
页码 | 390-395 |
中文摘要 | The Pairwise Geometrical Histograms (PGH) is a generalization of Chain Code Histogram(CCH). It is a powerful shape descriptor that is applied to contours matching which is not affected by rotation. As we know, this method is seldom used for vehicle detection. Feature extraction is a very common and useful method of pattern recognition. In recent years, the Viola and Jones rapid object detection approach became very popular. In this paper, we combine the Haar features and PGH together for vehicle detection. We discuss three methods: the vehicle detection using only Haar features, Haar features combined with hu moments and Haar features combined with PGH. The experimental results show that the last one has the best performance. © 2011 IEEE. |
英文摘要 | The Pairwise Geometrical Histograms (PGH) is a generalization of Chain Code Histogram(CCH). It is a powerful shape descriptor that is applied to contours matching which is not affected by rotation. As we know, this method is seldom used for vehicle detection. Feature extraction is a very common and useful method of pattern recognition. In recent years, the Viola and Jones rapid object detection approach became very popular. In this paper, we combine the Haar features and PGH together for vehicle detection. We discuss three methods: the vehicle detection using only Haar features, Haar features combined with hu moments and Haar features combined with PGH. The experimental results show that the last one has the best performance. © 2011 IEEE. |
收录类别 | EI |
会议录 | 2011 IEEE International Conference on Information and Automation, ICIA 2011
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语种 | 英语 |
ISBN号 | 9781457702686 |
源URL | [http://ir.iscas.ac.cn/handle/311060/16317] ![]() |
专题 | 软件研究所_软件所图书馆_会议论文 |
推荐引用方式 GB/T 7714 | Yong Xi,Zhang Liwei,Song Zhangjun,et al. real-time vehicle detection based on haar features and pairwise geometrical histograms[C]. 见:2011 International Conference on Information and Automation, ICIA 2011. Shenzhen, China. June 6, 2011 - June 8, 2011. |
入库方式: OAI收割
来源:软件研究所
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