[1]LIU Fu,YU Peng,LIU Kun.Research concerning aircraft recognition of remote sensing images based on ICA Zernike invariant moments[J].CAAI Transactions on Intelligent Systems,2011,6(1):51-56.
Copy

Research concerning aircraft recognition of remote sensing images based on ICA Zernike invariant moments

CAAI Transactions on Intelligent Systems[ISSN 1673-4785/CN 23-1538/TP] Volume: 6 Number of periods: 2011 1 Page number: 51-56 Column: 学术论文—机器感知与模式识别 Public date: 2011-02-25
Title:
Research concerning aircraft recognition of remote sensing images based on ICA Zernike invariant moments
Author(s):
LIU Fu1; 2;  YU Peng1;  LIU Kun1
1.College of Communications Engineering, Jilin University, Changchun 130022, China;
2.Deep Space Exploration Research Center, Harbin Institute of Technology, Harbin 150001, China
Keywords:
independent component algorithm (ICA);  Zernike invariant moments;  remote sensing images;  aircraft target recognition
CLC:
TP391.41
DOI:
-
Abstract:
To promote the accuracy of an automatic target recognition (ATR) system for remote sensing images, a novel feature recognition method was proposed for an airplane target based on the independent component algorithm (ICA) with Zernike invariant moments. First, the divided region of interest (ROI) was analyzed with the ICA method. Also, the shape of the target was changed to canonical form. Then, the invariant moments of normalized shapes could be extracted. They would potentially be used as a feature vector to do further recognition. The experiment demonstrates that the performance of this method is robust. It can eliminate the effects of scaling, rotation, translation, reflection, and skewing of the remote sensing image target. Furthermore, this method can recognize an airplane’s target from the remote sensing images effectively.
References:
［1］安玮，李宏,徐晖，等.模式识别中的透射变换与仿射变换［J］.系统工程与电子技术, 1999, 21(1): 5762.
AN Wei, LI Hong, XU Hui, et al. Projective tansformation and afine tansformation in pattern recognition［J］. Systems Engineering and Electronics, 1999, 21(1): 5762.
［2］ZULIANI M, BHAGAVATHY S, MANJUNATH S. Affineinvariant curve matching［C］//IEEE International Conference on Image Processing. Singapore, 2004, 5: 30413044.
［3］AVRITRIS Y, XIROUHAKIS Y, KOLLIAS S. Affineinvariant curve normalization for object shape representation, classification and retrieval［J］. Machine Vision and Applications, 2001, 13(2): 8094.
［4］WOLOVICH W A, UNEL M. The determination of implicit polynomial canonical curves［J］. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20(10): 10801090.
［5］LEE T W. Independent component analysis—theory and applications［M］. Boston, USA: Kluwer Academic Publishers, 1998: 87109.
［6］LEE J J, UDDIN M Z, KIM T S. Spatiotemporal human facial expression recognition using fisher independent component analysis and hidden Markov model［C］//The 30th Annual International IEEE EMBS Conference. Vancouver, Canada, 2008: 25462549.
［7］LI Yunxia, FAN Changyuan. Face recognition by nonnegative independent component analysis［C］//2009 Fifth International Conference on Natural Computation. Tianjin, China, 2009, 2: 555558.
［8］FUKUNAGA K. Introduction to statistical pattern recognition［M］. 2nd ed. San Diego, USA: Academic Press, 1990: 417425.
［9］HYVRINEN A. Fast and robust fixedpoint algorithms for independent component analysis［J］. IEEE Transactions on Neural Networks, 1999, 10(3): 626634.
［10］王晓红,赵荣椿.矩技术在计算机图像学中的应用综述［J］.中国体视学与图像分析, 2002, 7(1): 5357.
WANG Xiaohong, ZHAO Rongchun. Moment technique applications in computer image science: a review［J］. Chinese Journal of Stereology and Image Analysis, 2002, 7(1): 5357. 
［11］KHOTANZAD A, HONG Y H. Invariant image recognition by Zernike moments［J］. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1990, 12(5): 489497.
［12］郑楠.遥感图像中飞机目标的识别分类算法研究［D］.长春：吉林大学电子科学与工程学院, 2007.
ZHENG Nan. Algorithm research for aircraft recognition and classification in remote sensing images［D］. Changchun: College of Electronic Science and Engineering, Jilin University, 2007.
［13］郝敏,麻硕士,侯振杰.Zernike矩的不变性与计算实现［J］.内蒙古农业大学学报, 2009, 30(2): 222225.
HAO Min, MA Shuoshi, HOU Zhenjie. Invarance analysis and computation implementation of Zernike moments［J］.Journal of Inner Mongolia Agricultural University, 2009, 30(2): 222225.
Similar References:

Memo

-

Last Update: 2011-04-13

Copyright © CAAI Transactions on Intelligent Systems