Vacant parking area estimation through background subtraction and transience map analysis

被引:36
作者
Galvez del Postigo, Carlos [1 ]
Torres, Juan [1 ]
Manuel Menendez, Jose [1 ]
机构
[1] Univ Politecn Madrid, Visual Telecommun Applicat Grp, E-28040 Madrid, Spain
关键词
object detection; object tracking; traffic engineering computing; video signal processing; vacant parking area estimation; background subtraction; transience map analysis; nondelimited free parking areas; static surveillance camera; multiple moving object; outdoor illumination condition; vehicle occlusion; video frame temporal analysis; vehicle detection; vehicle tracking; Gaussian mixture;
D O I
10.1049/iet-its.2014.0090
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A method for estimating the dimensions of non-delimited free parking areas by using a static surveillance camera is proposed. The proposed method is specially designed to tackle the main challenges of urban scenarios (multiple moving objects, outdoor illumination conditions and occlusions between vehicles) with no training. The core of this work is the temporal analysis of the video frames to detect the occupancy variation of the parking areas. Two techniques are combined: background subtraction using a mixture of Gaussians to detect and track vehicles and the creation of a transience map to detect the parking and leaving of vehicles. The authors demonstrate that the proposed method yields satisfactory estimates on three real scenarios while being a low computational cost solution that can be applied in any kind of parking area covered by a single camera.
引用
收藏
页码:835 / 841
页数:7
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