Computer Science ›› 2014, Vol. 41 ›› Issue (12): 280-282.doi: 10.11896/j.issn.1002-137X.2014.12.060

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Scale Adaptive Target Tracking Algorithm for Robot

CHENG Xin-tian and TANG Zhen-min   

  • Online:2018-11-14 Published:2018-11-14

Abstract: Mean-Shift algorithm is a simple and efficient target tracking algorithm,but it can’t recognize occluded target and the target of scale changes.This paper proposed a scale adaptive target tracking algorithm for robot based on affine transformation.We defined the corner points,recognized target according to the defined corner points,and recognized the scale changes of target using affine transformation.Compared with relative algorithms,the proposed algorithm can re-cognize the occluded target effectively,and when the scale of target changes,the proposed algorithm can also recognize the target accurately.The analysis shows that,when there is less than 2×104 pixels in an image and less than 25 frames per second in a video stream,the proposed algorithm can be used in real-time target tracking.

Key words: Scale,Robot,Target tracking,Image processing

[1] Li X R,Jilkov V P.Survey of maneuvering target tracking.Part I.Dynamic models[J].IEEE Transactions on Aerospace and Electronic Systems,2013,39(4):1333-1364
[2] 邵文坤,黄爱民,韦庆.目标跟踪方法综述[J].影像技术,2006 (1):17-20
[3] Comaniciu D,Ramesh V,Meer P.Kernel-based object tracking[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2003,25(5):564-577
[4] Ning J,Zhang L,Zhang D,et al.Robust mean-shit tracking with corrected background-weighted histogram[J].IET Computer Vision,2012,6(1):62-69
[5] Mohammadi S A,Amoozegar S,Jolfaei A,et al.Enhanced adaptive bandwidth tracking using mean shit algorithm[C]∥Proceedings of the IEEE 3rd International Conference on Communication Software and Networks (ICCSN’11).May 2011:494-498
[6] Bhattacharyya A.On a measure of divergence between two multinomial populations[J].Sankhyā:The Indian Journal of Statistics,1946,7(4):401-406
[7] Peng N,Yang J,Liu Z,et al.Mean-Shift跟踪算法中核函数窗宽的自动选取[J].软件学报,2005,16(9):1542-1550
[8] Bradski G R.Computer vision face tracking for use in a perceptual user interface[C]∥Proceedings of the 4th IEEE Workshop on Applications of Computer Vision (WACV’98).1998:214-219
[9] Hu J,Juan C,Wang J.A spatial-color mean-shit object tracking algorithm with scale and orientation estimation[J].Pattern Re-cognition Letters,2008,29(16):2165-2173
[10] Zhao C,Knight A,Reid I.Target tracking using mean-shift and affine structure[C]∥19th International Conference on Pattern Recognition(ICPR 2008).IEEE,2008:1-5
[11] Leichter I,Lindenbaum M,Rivlin E.Tracking by affine kerneltransformations using color and boundary cues[J].IEEE Tran-sactions on Pattern Analysis and Machine Intelligence,2009,31(1):164-171

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