廖一鸣,万剑华,臧文乾,刘文宋,林英豪

• 1:中国石油大学(华东)
• 2:中国科学院遥感与数字地球研究所
• 3:武汉大学测绘遥感信息工程国家重点实验室

摘要(Abstract)：

针对新兴的视频卫星数据在道路监控中应用研究较少的问题,该文提出了一种基于特征的视频卫星数据运动车辆提取优化算法。以SkySat-1卫星获取的Las Vegas地区的视频数据为实验数据,采用传统帧差法与阈值法进行运动车辆提取,验证了该方法对视频卫星数据处理的有效性,同时在此基础上根据空间特征信息界定出道路以内的感兴趣区域,进一步根据车辆的几何特征信息对感兴趣区域的疑似车辆目标进行筛选。实验结果表明:所提算法在提取精度和完整度上明显优于基于像素的帧差法与阈值法的提取结果。

关键词(KeyWords)： 视频卫星;SkySat-1;帧差法;阈值法;特征提取

Abstract:

Keywords:

基金项目(Foundation): 高分重大专项课题项目(Y4D00100GF,Y4D0100038);; 中科院战略先导专项课题项目(Y1Y02230XD)

作者(Author): 廖一鸣,万剑华,臧文乾,刘文宋,林英豪

DOI: 10.16251/j.cnki.1009-2307.2018.04.024

参考文献(References)：

• [1]刘韬.国外视频卫星发展研究[J].国际太空,2014(9):50-56.(LIU Tao.Overseas video satellite development research[J].Space International,2014(9):50-56.)
• [2]满益云,李海超.低轨视频卫星成像特性分析[J].航天器工程,2015,24(5):52-57.(MAN Yiyun,LI Haichao.Imaging characteristics analysis for LEO video satellite[J].Spacecraft Engineering,2015,24(5):52-57.)
• [3]曹天扬,申莉.应用光照模型的交通车辆识别定位的高分辨率遥感方法[J].测绘学报,2015,44(1):39-45.(CAO Tianyang,SHEN Li.High resolution RS image processing method for vehicles recognition and location according to the illumination model[J].Acta Geodaetica et Cartographica Sinica,2015,44(1):39-45.)
• [4]GEORGE K,KONSTANTIONS K.Vehicle detection and traffic density monitoring from very high resolution satellite video data[J].International Geoscience and Remote Sensing Symposium(IGARSS),2015(7):1881-1884.
• [5]吴小康.基于视频的车辆检测与跟踪技术研究[D].兰州:兰州交通大学,2014.(WU Xiaokang.Vehicle detection and tracking technology research based on video[D].Lanzhou:Lanzhou Jiaotong University,2014.)
• [6]CHEN Y,QIN G.Video-based vehicle detection and classification in challange scenarios[J].International Journal on Smart Sensing&Intelligent Systems,2014,7(3):1077-1094.
• [7]钱志明,杨家宽,段连鑫.基于视频的车辆检测与跟踪研究进展[J].中南大学学报(自然科学版),2013,44(S2):222-227.(QIAN Zhiming,YANG Jiakuan,DUAN Lianxin.Research advances in video-based vehicle detection and tracking[J].Journal of Central South University(Science and Technology),2013,44(S2):222-227.)
• [8]敖邦乾,廖红虹,熊飞峤.对光照变化鲁棒的一种运动目标检测方法[J].光电工程,2013,40(1):17-22.(AO Bangqian,LIAO Honghong,XIONG Feiqiao.A robust method for moving object detection[J].Opto-Electronic Engineering,2013,40(1):17-22.)
• [9]潘光远.光流场算法及其在视频目标检测中的应用研究[D].上海:上海交通大学,2008.(PAN Guangyuan.Research on optical flow algorithm and the application in video object detection[D].Shanghai:Shanghai Jiaotong University,2008.)
• [10]于成忠.视频序列中运动目标的提取与跟踪[D].南京:东南大学,2006.(YU Chengzhong.Detection and tracking of the motive target in the video sequence[D].Nanjing:Southeast University,2006.)
• [11]SEDDIK H.A new family of Gaussian filters with adaptive lobe location and smoothing strength for efficient image restoration[J].Eurasip Journal on Advances in Signal Processing,2014,2014(1):1-11.
• [12]严晓明.一种基于改进帧差法的运动目标检测[J].莆田学院学报,2011,18(5):69-72.(YAN Xiaoming.Moving object detection based on improved frame difference algorithm[J].Journal of Putian University,2011,18(5):69-72.)
• [13]GIBSON J D,BOVIK A.Handbook of image and video processing[M].2nd ed.Beijing:Publishing House of Electronics Industry,2006.
• [14]伏思华,张小虎.基于序列图像的运动目标实时检测方法[J].光学技术,2004,30(2):215-222.(FU Sihua,ZHANG Xiaohu.Moving targets real-time detecting methods based on the image sequences[J].Optical Technique,2004,30(2):215-222.)
• [15]王静,保文星.一种基于差分算法的视频运动目标检测技术[J].计算机应用与软件,2009,26(12):68-70.(WANG Jing,BAO Wenxing.A video supported moving object detection technique based on difference algorithm[J].Computer Applications and Software,2009,26(12):68-70.)
• [16]董忠言,蒋理兴,王俊亚,等.基于图像复杂度的一维Otsu改进算法[J].计算机科学,2015,42(S1):171-174.(DONG Zhongyan,JIANG Lixing,WANG Junya,et al.Modified one-dimensional Otsu algorithm based on image complexity[J].Computer Science,2015,42(S1):171-174.)
• [17]毛亮,李满春,刘永学,等.一种基于面积紧凑度的二维空间形状指数及其应用[J].地理与地理信息科学,2005,21(5):11-14.(MAO Liang,LI Manchun,LIU Yongxue,et al.A dimensional shape index based on area compactness and its applications[J].Geography and Geo-Information Science,2005,21(5):11-14.)
• [18]刘超超.基于光学卫星影像的车辆识别和速度估算研究[D].北京:北京交通大学,2015.(LIU Chaochao.Research on vehicle identification and velocity estimation based on optical satellite imagery[D].Beijing:Beijing Jiaotong University,2015.)
• [19]刘珠妹,刘亚岚,谭衢霖,等.高分辨率卫星影像车辆检测研究进展[J].遥感技术与应用,2012,27(1):8-14.(LIU Zhumei,LIU Yalan,TAN Qulin,et al.Progress in vehicle detection from high resolution satellite imagery[J].Remote Sensing Technology and Application,2012,27(1):8-14.)
• [20]Satellite Imaging Corporation.SkySat-1satellite sensor[DB/OL].[2016-08-01].http://www.satimagingcorp.com/satellite-sensors/skysat-1/.