Modeling and Simulation of Very High Spatial Resolution UXOs and Landmines in a Hyperspectral Scene for UAV Survey

被引:13
作者
Bajic, Milan, Jr. [1 ]
Bajic, Milan [2 ]
机构
[1] Zagreb Univ Appl Sci, Dept IT & Comp Sci, Zagreb 10000, Croatia
[2] Sci Council HCR, Ctr Testing Dev & Training, Zagreb 10000, Croatia
关键词
explosive devices; hyperspectral data; simulation; Spectral Angle Mapping; UAV; DETECTION ALGORITHMS;
D O I
10.3390/rs13050837
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents methods for the modeling and simulation of explosive target placement in terrain spectral images (i.e., real hyperspectral 90-channel VNIR data), considering unexploded ordnances, landmines, and improvised explosive devices. The models used for landmine detection operate at sub-pixel levels. The presented research uses very fine spatial resolutions, 0.945 x 0.945 mm for targets and 1.868 x 1.868 cm for the scene, where the number of target pixels ranges from 52 to 116. While previous research has used the mean spectral value of the target, it is omitted in this paper. The model considers the probability of detection and its confidence intervals, which are derived and used in the analysis of the considered explosive targets. The detection results are better when decreased target endmembers are used to match the scene resolution, rather than using endmembers at the full resolution of the target. Unmanned aerial vehicles, as carriers of snapshot hyperspectral cameras, enable flexible target resolution selection and good area coverage.
引用
收藏
页码:1 / 40
页数:34
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