一种改进Hausdorff距离和自适应遗传搜索的遥感目标匹配方法A remote sensing object matching approach based on an improved Hausdorff distance and autoadaptive genetic algorithm
龚志辉,张春美,孙雷,黄艳
摘要(Abstract):
采用快速点提取算子SIFT算子提取特征点,减少图像数据量,针对传统Hausdorff距离对噪声、出格点较敏感的问题对其进行改进,并以改进后的鲁棒Hausdorff距离作为匹配测度,利用非遍历而又有效的遗传搜索策略进一步提高了匹配速度。对发生旋转变形和灰度变化的遥感影像进行模拟实验,实验结果证明了该算法的有效性和快速性。
关键词(KeyWords): 特征点提取;Hausdorff距离;遗传算法;匹配
基金项目(Foundation):
作者(Author): 龚志辉,张春美,孙雷,黄艳
参考文献(References):
- [1]D Lowe.Distinctive image features from scale-invariantkeypoints[J].International Journal on Computer Vi-sion,2004,60(2):91-110.
- [2]C Schmid,R Mohr,C.Bauckhage.Evaluation of interestpoint detectors[J].International Journal of ComputerVision,2000,37(2):151-172.
- [3]Huttenlocher D P,Klanderman.G A,Rucklidge.W JComparing images using the Hausdorff distance[J].IEEE Trans.on Pattern Analysis and Machine Intelli-gence,1993,15(9):850-863.
- [4]Dubuisson.MP,Jain.AKA modified Hausdorff distance forobject matching[J].Pattern Recognition,1994,(1).
- [5]Sim D G,Kwon O K,Park R H.Object matching algo-rithm using robust Hausdorff distance measures[J].IEEE Transactions on Image Processing,1999,8(3).
- [6]彭晓明,丁明跃,周成平,张天序.一种基于Haus-dorff距离的高效目标搜索算法[J].中国图象图形学报,2004,9(1).
- [7]雷英杰,张善文,李继武,周创明.Matlab遗传算法工具箱及应用[M].西安:西安电子科技大学出版社,2005.
- [8]陈新玺,等.基于线特征的改进MIHT遥感影像配准算法[J].测绘科学,2008,33(1).