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基于背景迭代搜索的高分辨遥感图像汽车检测

DOI: 10.6046/gtzyyg.2011.04.09, PP. 46-51

Keywords: 高分辨率卫星遥感,汽车检测,背景迭代搜索

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Abstract:

提出了一种基于高分辨率卫星遥感图像检测汽车的新方法--背景迭代搜索(BackgroundIterativeSearch,BIS)算法。该算法首先利用背景与目标的局部差异,用距离作为判别准则逐步迭代搜索并去除背景,根据汽车的物质特性初步检测汽车;然后采用动态双峰阈值分割方法,利用全局信息把道路和非道路分开,并根据形状特征粗略提取道路;最后利用道路信息约束初步检测的汽车,得到最终的汽车检测结果。通过使用IKONOS和QuickBird卫星遥感数据进行实验,验证了BIS算法的有效性。

References

[1]  Hinz S,Stilla U.Car Detection in Aerial Thermal Images by Local and Global Evidence Accumulation[J].Pattern Recognition Letters,2006,27(4):308-315.
[2]  Wei Y,Hinz S,Stilla U.Automatic Vehicle Extraction from Airborne LiDAR Data of Urban Areas Aided by Geodesic Morphology[J].Pattern Recognition Letters,2010,31(10):1100-1108.
[3]  Meyer F,Hinz S,Laika A,et al.Performance Analysis of the TerraSAR-X Traffic Monitoring Concept[J].ISPRS Journal of Photogrammetry & Remote Sensing,2006,61(3-4):225-242.
[4]  Kirchhof M,Stilla U.Detection of Moving Objects in Airborne Thermal Videos[J].ISPRS Journal of Photogrammetry & Remote Sensing,2006,61(3-4):187-196.
[5]  Grabner H,Nguven T T,Gruber B,et al.On-line Boosting- based Car Detection from Aerial Images[J].ISPRS Journal of Photogrammetry & Remote Sensing,2008,63(3):382-396.
[6]  Zhao T,Nevatia R.Car Detection in Low Resolution Aerial Images[J].Image and Vision Computing,2003,21(8):693-703.
[7]  Hinz S.Detection and Counting of Cars in Aerial Images[J]. International Conference on Image Processing,2003(3):997-1000.
[8]  Moon H,Chellappa R,Roselfeld A.Performance Analysis of a Simple Vehicle Detection Algorithm[J].Image and Vision Computing,2002,20(1):1-13.
[9]  Hinz S,Schlosser C,Reitberger J.Automatic Car Detection in High Resolution Urban Scenes Based on an Adaptive 3D-model[J].GRSS/ISPRS Joint Workshop on Data Fusion and Remote Sensing over Urban Areas,IEEE,2003(2):167-171.
[10]  Papageorgiou C,Poggio T.A Trainable System for Object Detection[J].International Journal of Computer Vision,2000,38(1):15-33.
[11]  Heisele B,Riskov I,Morgenstern C.Components for Object Detection and Identification[J].Springer Berlin,Heidelberg Germany,Ch.III,2006,4170:225-237.
[12]  Bileschi S M,Leung B,Rifkin R M.Towards Component Based Car Detection[C]//ECCV Workshop on Statistical Learning and Computer Vision,Prague,Czech Republic:Springer,2004:75-98.
[13]  Bernstein E J,Amit Y.Part-based Statistical Models for Object Classification and Detection[C]//Proceedings of Computer Vision and Pattern Recognition,2005,2:734-740.
[14]  Leibe B,Leolardis A,Schiele B.Combined Object Categorization and Segmentation with an Implicit Shape Model[C]//ECCV 04 Workshop on Statistical Learning in Computer Vision.Prague:Springer-Verlag,2004:17-32.
[15]  Rajajopalan A N,Burlina P,Chellappa R.Higher Order Statistical Learning for Vehicle Detection in Images[C]//International Conference on Computer Vision.Washington DC:IEEE Computer Society,Corfu,1999,2:1204-1209.
[16]  Schneiderman H,Kanande T.A Statistical Method for 3d Object Detection Applied to Faces and Cars[C]//Proceedings Conference on Computer Vision and Pattern Recognition.Hilton Head,SC:IEEE Computer Society,2000,1:746-751.

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