计算机科学 ›› 2017, Vol. 44 ›› Issue (4): 306-311.doi: 10.11896/j.issn.1002-137X.2017.04.062
邹青志,黄山
ZOU Qing-zhi and HUANG Shan
摘要: 提出一种使用改进型LTP特征与颜色特征融合的均值漂移(Mean Shift)目标跟踪算法,该算法解决了均值漂移目标跟踪算法在变化的光强场景下跟踪难的问题。首先针对LTP模式过多的问题引入旋转不变的LTP模式,然后提出动态计算LTP算子阈值的方法,之后将改进的LTP特征与颜色特征通过自适应函数融合起来并嵌入均值漂移算法中。在变光强场景下与传统目标跟踪算法相比较,此算法跟踪结果明显优于其他算法,且鲁棒性较好。
[1] Ning J F,ZHANG L,ZHANG D,et al.Scale and Orientation Adaptive Mean Shift Tracking [J].IET Computer Vision,2012,6(1):52-61. [2] KHAN Z H,GU Y H,BACKHOUSE A.Robust Visual Object Tracking Using Multi-Mode Anisotropic Mean Shift and Particle Filters [J].IEEE Transactions on Circuits and Systems for Vi-deo Technology,2011,21(1):74-87. [3] CHEN F,HUANG Y J,LI S Y,et al.Meanshift Target Trac-king Algorithm based on Adaptive Window [J].Electronic Technology,2016,45(5):1-4.(in Chinese) 陈菲,黄勇坚,李淑彦,等.自适应窗口的Meanshift目标跟踪算法[J].电子技术,2016,5(5):1-4. [4] MEHMOOD R,NAWAZ R,RAO N I.Occlusion handling in meanshift tracking using adaptive window Normalized Cross Correlation[C]∥International Bhurban Conference on Applied Sciences & Technology.2014:126-129. [5] HE J,YANG Y.Multi-iterative tracking method using mean-shift based on kalman filter[C]∥IEEE International Conference on Signal Processing,Communications & Computing.2014:22-27. [6] WANG X,HU Z,FENG J,et al.Mean-Shift tracking algorithm based on Kalman filter using adaptive window and sub-blocking [C]∥World Congress on Intelligent Control & Automation.2015:5438-5443. [7] TAN X,TRIGGS B.Enhanced local texture feature sets for face recognition under difficult lighting conditions[C]∥Analysis and Modeling of Faces and Gestures.2007:168-182. [8] TOPI M,MATTI P,TIMO O.Texture Classification by Multi-Predicate Local Binary Pattern Operators[J].International Conference on Pattern Recognition,2000,3(3):3951. [9] ROSIN P L.Thresholding for change detection [J].Computer Vision and Image Understanding,2002,6(2):79-85. [10] TAN X,TRIGGS B.Fusing Gabor and LBP features sets for kernel based face recognition[J].International Conference on Analysis & Modeling of Fce & Gestures,2007,8(9):235-249. [11] FERNNDEZ-CABALLERO A,CASTILLO J C,MARTNEZ-CANTOS J,et al.Optical flow or image subtraction in human detection from infrared camera on mobile robot[J].Robotics and Autonomous Systems,2010,58(12):1273-1281. [12] JIAO B,YAN L L,LI W .Fast convergent Gaussian Mixture Model in moving objects detection[C]∥IEEE International Conference on Computer Science and Automation Engineering (CSAE),2011.2011:422-425. |
No related articles found! |
|