Laser & Optoelectronics Progress, Volume. 57, Issue 4, 041512(2020)
Scale-Adaptive Correlation Filter Tracking Algorithm Based on FHOG and LBP Features
[1] Xu H Y. Image sequences based 3D reconstruction[D]. Wuhan: Huazhong University of Sciense & Technology(2015).
[2] Yang D D, Cai Y Z, Mao N et al. Long-term object tracking based on kernelized correlation filters[J]. Optics and Precision Engineering, 24, 2037-2049(2016).
[3] Bolme D S, Beveridge J R, Draper B A et al. Visual object tracking using adaptive correlation filters. [C]∥2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, June 13-18, 2010, San Francisco, CA, USA. New York: IEEE, 2544-2550(2010).
[4] Henriques J F, Caseiro R, Martins P et al. High-speed tracking with kernelized correlation filters[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 583-596(2015).
[5] Danelljan M, Shahbaz Khan F, Felsberg M et al. Adaptive color attributes for real-time visual tracking. [C]∥Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014, Columbus, Ohio. New York: IEEE, 1090-1097(2014).
[6] Li Y, Zhu J. A scale adaptive kernel correlation filter tracker with feature integration[M]. ∥Agapito L, Bronstein M, Rother C. Computer Vision-ECCV 2014 Workshops. Lecture Notes in Computer Science. Cham: Springer, 8926, 254-265(2014).
[7] Danelljan M, Häger G, Khan F et al. Accurate scale estimation for robust visual tracking[C]∥British Machine Vision Conference, September 1-5, 2014, Nottingham.(2014).
[8] Zhao Q. The technology research and implementation of bus passenger flow statistics based on video analysis[D]. Chongqing: Chongqing University(2016).
[9] Tian Y L, Ma J, Yang N. Moving target tracking based on kernelized correlation filter and Kalman predicting[J]. Journal of Chinese Computer Systems, 39, 2330-2334(2018).
[11] Felzenszwalb F, Girshick B. McAllester D, et al. Object detection with discriminatively trained part-based models[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32, 1627-1645(2010).
[13] Ojala T, Pietikäinen M, Mäenpää T. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 24, 971-987(2002).
[14] Xu R S, Wang S, Sun Z X. Self-organization method for artistic images based on visual similarity computation[J]. Computer Engineering and Applications, 53, 163-169, 242(2017).
[15] Wang S J. Visual object tracking based on correlation filters[D]. Xi’an: Xidian University(2018).
[17] Wang M M, Liu Y, Huang Z Y. Large margin object tracking with circulant feature maps. [C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA. New York: IEEE, 4800-4808(2017).
[18] Xu Y L, Wang J B, Li Y et al. Scale adaptive correlation tracking combined with color features[J]. Application Research of Computers, 34, 945-948(2017).
[19] Xie L, Shang Z H, Liu H. Object tracking combining multiple features based on correlation filter[J]. Journal of Data Acquisition and Processing, 34, 122-134(2019).
[21] Ma C, Yang X K, Zhang C Y et al. Long-term correlation tracking. [C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA. New York: IEEE, 5388-5396(2015).
[22] Bertinetto L, Valmadre J, Golodetz S et al. Staple: complementary learners for real-time tracking. [C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA. New York: IEEE, 1401-1409(2016).
[23] Hare S, Golodetz S, Saffari A et al. Struck: structured output tracking with kernels[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38, 2096-2109(2016).
[24] Henriques J F, Caseiro R, Martins P et al. Exploiting the circulant structure of tracking-by-detection with kernels[M]. ∥Fitzgibbon A, Lazebnik S, Perona P, et al. Computer Vision-ECCV 2012. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer, 7575, 702-715(2012).
[25] Liu W J, Zhang Z, Jiang W T et al. Multi-scale correlation filter tracking algorithm based on occlusion discrimination[J]. Journal of Image and Graphics, 23, 1789-1800(2018).
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Xiaoyue Liu, Yunming Wang, Weining Ma. Scale-Adaptive Correlation Filter Tracking Algorithm Based on FHOG and LBP Features[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041512
Category: Machine Vision
Received: Jul. 9, 2019
Accepted: Aug. 15, 2019
Published Online: Feb. 20, 2020
The Author Email: Liu Xiaoyue (807075070@qq.com)