Detection of Artillery Blast Point Based on Principal Component Pursuit and Analysis

doi:10.3969/j.issn.1000-1093.2013.10.011

Abstract

Abstract: The blast point detection is a foundation of fire correction, damage evaluation and opposite firepower point estimation. Based on principal component pursuit and analysis, the proposed blast point detection method consists of foreground recovery and blast point detection. Firstly, the candidate targets are recovered from image sequence by using principal component pursuit (PCP). Then the blast points are detected with the linearity and motion direction features which are calculated via principal component analysis (PCA). Experimental results on large number of blast point image sequences show that the proposed method has superior performance in correct detection rate and false positive rate in comparison with the existing blast point detection method.

Key words: information processing, blast point detection, principal component pursuit, principal component analysis

CLC Number:

TP301. 6

QIN Xiao-yan, YUAN Guang-lin. Detection of Artillery Blast Point Based on Principal Component Pursuit and Analysis[J]. Acta Armamentarii, 2013, 34(10): 1266-1272.

References

[1] Yilmaz A, Javed O, Shah M. Object tracking: a survey[J]. ACM Computing Surveys, 2006,38(4):1 -45. [2] Benzeth Y, Jodin P M, Emile B, et al. Comparative study of background subtraction algorithm[J]. Journal Electronic Imaging,2010, 19(3):1 -12. [3] Wang L, Wang L, Wen M, et al. Background subtraction using incremental subspace learning[C] //International Conference on Image Processing. San Antonio: IEEE,2007,5: 45 -48. [4] Zivkovic Z. Improved adaptive Gaussian mixture model for background subtraction[C]//International Conference on Pattern Recognition. Cambridge:IEEE,2004, 2:28 -31. [5] Tavakkoli A, Nicolescu M, Bebis G, et al. Non-parametric statistical background modeling for efficient foreground region detection [J]. International Journal of Machine Vision and Applications, 2009,20(6):395 -409. [6] Kin K, Chalidabhonger T H, Harwood D,et al. Background modeling and subtraction by codebook construction[C]//International Conference on Image Proceeding. Singapore: IEEE,2004,5:3061 -3064. [7] Viola P, Jones M. Robust real-time face detection[J]. International Journal of Computer Vision, 2004,57(2): 37 -154. [8] Grabner H, Nguyen T T, Grube B. On-line boosting-based car detection from aerial images[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2008,63(3):382 -396. [9] 胡墩,赵佳佳,曹原,等. 基于显著性及主成分分析的红外小目标检测[J]. 红外与毫米波学报,2010, 29(4):303 -306. HU Tun, ZHAO Jia-jia, CAO Yuan, et al. Infrared small target detection based on saliency and principal component analysis[J].Journal of Infrared and Millimeter Waves, 2010, 29(4):303 - 306. (in Chinese) [10] 秦晓燕,王晓芳,陈萍,等. 基于Adaboost 算法的炮弹炸点检测[J]. 兵工学报, 2012, 33(6):682 -687. QIN Xiao-yan, WANG Xiao-fang, CHEN Ping, et al. Artillery blast point detection based on Adaboost algorithm[J]. Acta Armamentarii, 2012,33(6):682 -687. (in Chinese) [11] Cand俸s E J, Li X D, Ma Y, et al. Robust principal component analysis? [J]. Journal of the ACM, 2011,58(3): 314 -328. [12] Zhou Z, Li X D, Wright J, et al. Stable principal component pursuit[C]//International Symposium on Information Theory Proceedings. Austin: IEEE, 2010: 1518 -1522. [13] 胡谋发,董文娟,王书宏, 等. 奇异值分解带通滤波背景抑制和去噪[J]. 电子学报, 2008,36(1): 111 -116. HU Mou-fa, DONG Wen-juan, WANG Shu-hong, et al. Singular value decomposition band-pass-filter for image background suppression and denoising[J]. Acta Electronica Sinica,2008, 36(1):111 -116. (in Chinese) [14] Ganesh A, Lin Z C, Wright J, et al. Fast algorithms for recovering a corrupted low-rank matrix[C]//International Workshop on Computational Advances in Multi-Sensor Adaptive Processing. Aruba: IEEE, 2009: 213 -216.

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