Cross camera people counting with perspective estimation and occlusion handling

Tsung Yi Lin, Yen-Yu Lin, Ming Fang Weng, Yu Chiang Wang, Yu Feng Hsu, Hong Yuan Mark Liao

研究成果: Conference contribution同行評審

18 引文 斯高帕斯(Scopus)

摘要

We introduce a novel approach to cross camera people counting that can adapt itself to a new environment without the need of manual inspection. The proposed counting model is composed of a pair of collaborative Gaussian processes (GP), which are respectively designed to count people by taking the visible and occluded parts into account. While the first GP exploits multiple visual features to result in better accuracy, the second GP instead investigates the conflicts among these features to recover the underestimate caused by occlusions. Our contributions are threefold. First, we establish a cross camera people counting system that can facilitate forensics investigation and security preservation. Second, a principled way is proposed to estimate the degree of occlusions. Third, our system is comprehensively evaluated on two benchmark datasets. The promising performance demonstrates the effectiveness of our system.

原文English
主出版物標題2011 IEEE International Workshop on Information Forensics and Security, WIFS 2011
DOIs
出版狀態Published - 2011
事件2011 IEEE International Workshop on Information Forensics and Security, WIFS 2011 - Iguacu Falls, Brazil
持續時間: 29 11月 20112 12月 2011

出版系列

名字2011 IEEE International Workshop on Information Forensics and Security, WIFS 2011

Conference

Conference2011 IEEE International Workshop on Information Forensics and Security, WIFS 2011
國家/地區Brazil
城市Iguacu Falls
期間29/11/112/12/11

指紋

深入研究「Cross camera people counting with perspective estimation and occlusion handling」主題。共同形成了獨特的指紋。

引用此