Detection of collapsed buildings with the aerial images captured from UAV
Hua CS(华春生); Qi JT(齐俊桐); SHANG, Hong; HU, Weijian; Han JD(韩建达)
刊名SCIENCE CHINA Information Sciences
2016
卷号59期号:3页码:1-15
关键词collapsed buildings aerial images UAV online detection temporal tracking
ISSN号1674-733X
通讯作者齐俊桐
产权排序1
中文摘要In this paper, we present a method of detecting the collapsed buildings with the aerial images which are captured by an unmanned aerial vehicle (UAV) for the postseismic evaluation. Different from the conventional methods that apply the satellite images or the high-altitude UAV for the coarse disaster evaluation over large area, the purpose of this work is to achieve the accurate detection of collapsed buildings in small area from low altitude. By combining the motion and appearance features of collapsed buildings extracted from successive aerial images, each pixel in the input image will be measured by a statistical method where the background pixels will be penalized and the ones of collapsed buildings will be assigned with high value. The candidates of collapsed buildings will be established by integrating the extracted feature points into local groups with the online clustering algorithm. To reduce the false alarm caused by the complex background noise, each predicted candidate will be further verified by the temporal tracking framework where both the trajectory and the appearance of a candidate will be measured. The candidate of collapsed buildings that can survive through long time will be considered as true positive, otherwise rejected as a false alarm. Through extensive experiments, the efficiency and the effectiveness of proposed algorithm have been proved.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Information Systems
研究领域[WOS]Computer Science
关键词[WOS]EARTHQUAKE
收录类别SCI ; EI ; CSCD
语种英语
WOS记录号WOS:000371651100002
内容类型期刊论文
源URL[http://ir.sia.cn/handle/173321/17441]  
专题沈阳自动化研究所_机器人学研究室
推荐引用方式
GB/T 7714
Hua CS,Qi JT,SHANG, Hong,et al. Detection of collapsed buildings with the aerial images captured from UAV[J]. SCIENCE CHINA Information Sciences,2016,59(3):1-15.
APA Hua CS,Qi JT,SHANG, Hong,HU, Weijian,&Han JD.(2016).Detection of collapsed buildings with the aerial images captured from UAV.SCIENCE CHINA Information Sciences,59(3),1-15.
MLA Hua CS,et al."Detection of collapsed buildings with the aerial images captured from UAV".SCIENCE CHINA Information Sciences 59.3(2016):1-15.
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