Image matching algorithm based on feature point set for satellite attitude calculation
-
摘要: 综合了灰度与几何特征匹配方法,依据局部纹理能量分布选取特征点集,并利用特征点集的几何约束关系构建了可描述图像整体特征的模板.通过逐步求精方法实现了实时图像与基准图像的匹配.首先通过特征点集匹配进行粗搜索;然后通过精搜索以及角度校正得到实时图像中目标偏移旋转量.该特征点集算法与传统图像匹配算法相比较,在保证精度的基础上能提高匹配速度,且具有一定的旋转不变性和抗噪性.仿真实验证明了该算法的可行性.Abstract: Gray scale and geometry feature approaches were integrated. Feature point set was selected according to local texture energy distribution and geometry constraint of feature point set was utilized to construct templates describing the holistic feature of the image. A stepped refining image matching algorithm was introduced. Coarse searching was performed first by feature point set registration, thereafter fine searching and angle correction was processed so that the object translation and rotation in the real-time image can be obtained. Compared with traditional image registration methods, this algorithm can enhance the matching speed while maintaining high matching precision with rotation invariance and noise depression capability. The application of such algorithm is verified by simulated experiments.
-
Key words:
- satellite /
- image matching /
- energy method
-
[1] 孙仲康,陈辉煌.定位导航与制导[M] 北京:国防工业出版社,1987 Sun Zhongkang, Chen Huihuang. Position navigation and guidance[M] Beijing:National Defence Industry Press, 1987(in Chinese) [2] 章仁为.卫星轨道姿态动力学与控制[M] 北京:北京航空航天大学出版社,1998 Zhang Renwei. Satellite obrit&attitude dynamics and control [M] Beijing:Beijing University of Aeronautics and Astronautics Press,1998(in Chinese) [3] 孙 远,周刚慧,赵立初,等.灰度图像匹配的快速算法[J] 上海交通大学学报,2000,34(5):702~704 Sun Yuan, Zhou Ganghui, Zhao Lichu, et al. Fast template matching algorithm based on the projection[J] Journal of Shanghai Jiaotong University,2000,34(5):702~704(in Chinese) [4] Miroslav Trajkocic, Mark Hedley. Fast corner detection[J] Image and Vision Computing, 1998, 16(2):75~87 [5] Zhou Dongxiang, Liu Yunhui, Cai Xuanping. An efficient and robust corner detection algorithm . In:Proceedings of the 5th World Congress on Intelligent Control and Automation . Hangzhou:IEEE,2004.5~10 [6] 任仙怡,张桂林,张天序,等.基于奇异值分解的图像匹配方法[J] 红外与激光,2001,31(4):200~202 Ren Xianyi, Zhang Guilin, Zhang Tianxu, et al. An image target tracking algorithm based on singular value decomposition[J] Infrared and Laser Engineering, 2001,31(4):200~202(in Chinese) [7] 边肇祺,张学工.模式识别[M] 北京:清华大学出版社,1999 Bian Zhaoqi, Zhang Xuegong. Patten recognition[M] Beijing:Tsinghua University Press, 1999(in Chinese) [8] 蔡晓东,叶培建.卫星遥感图像信息作为姿态敏感器的应用研究[J] 中国空间科学技术,2005,25(6):8~13 Cai Xiaodong, Ye Peijian. Research on satellite attitude sensor applying remote sensing image information[J] China Science of Space Technology,2005,25(6):8~13(in Chinese) [9] 王兴国,刘济林,顾唯康.流场可视化中的运动矢量估计方法[J] 电子学报,1999,27(2):99~102 Wang Xingguo, Liu Jilin, Gu Weikang. Motion vector estimation algorithm for digital particle image velocimetry[J] Acta Electronica Sinica, 1999,27(2):99~102(in Chinese)
点击查看大图
计量
- 文章访问数: 3316
- HTML全文浏览量: 155
- PDF下载量: 1202
- 被引次数: 0