Detection of Thin Lines using Low-Quality Video from Low-Altitude Aircraft in Urban Settings

被引:51
作者
Candamo, Joshua [1 ]
Kasturi, Rangachar [1 ]
Goldgof, Dmitry [1 ]
Sarkar, Sudeep [1 ]
机构
[1] Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USA
基金
美国国家科学基金会;
关键词
OBSTACLE DETECTION; PERFORMANCE; ALGORITHM; FLIGHT;
D O I
10.1109/TAES.2009.5259175
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A novel thin line detection algorithm for use in low-altitude aerial vehicles is presented. This algorithm is able to detect thin obstacles such as cables, power lines, and wires. The system is intended to be used during urban search and rescue operations, capable of dealing with low-quality images, robust to image clutter, bad weather, and sensor artifacts. The detection process uses motion estimation at the pixel level, combined with edge detection, followed by a windowed Hough transform. The evidence of lines is tracked over time in the resulting parameter spaces using a dynamic line movement model. The algorithm's receiver operating characteristic curve (ROC) is shown, based on a multi-site dataset with 86 videos with 10160 wires spanning in 5576 frames.
引用
收藏
页码:937 / 949
页数:13
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