A Scale Adapted Tracking Algorithm Based on Kernelized Correlation

Xiufeng Liao; Zhiqiang Hou; Wangsheng Yu; Jiaoyao Wang; Chuanhua Chen

doi:10.3788/AOS201838.0715002

[1] Smeulders A, Chu D, Cucchiara R et al. Visual tracking: an experimental survey[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 36, 1442-1468(2014). http://dl.acm.org/citation.cfm?id=2693387

[2] Hou Z Q, Han C Z. A survey of visual tracking[J]. Acta Automatica Sinica, 32, 603-617(2006).

[3] Wang N Y, Shi J P, Yeung D et al. Understanding and diagnosing visual tracking systems[C]. IEEE International Conference on Computer Vision, 3101-3109(2015).

[4] Migliore D, Matteucci M, Naccari M. A revaluation of frame difference in fast and robust motion detection[C]. International Workshop on Video Surveillance and Sensor Networks, 215-218(2006).

[5] Basafa E, Foroughi P. Hossbach, et al. Visual tracking for multi-modality computer-assisted image guidance[C]. SPIE Medical Imaging, 101352S(2017).

[6] Bardet F, Chateau T. MCMC particle filter for real-time visual tracking of vehicles[C]. IEEE Conference on Intelligent Transportation Systems, 539-544(2008).

[7] Bolme D, Beveridge J, Draper B et al. Visual object tracking using adaptive correlation filters[C]. IEEE Conference on Computer Vision and Pattern Recognition, 2544-2550(2010).

[8] Henriques J, Caserio R, Martins P et al. Exploiting the circulant structure of tracking-by-detection with kernels[C]. European Conference on Computer Vision and Pattern Recognition, 702-715(2010).

[9] Danelljan M, Khan F, Felsberg M et al. Adaptive color attributes for real-time visual tracking[C]. IEEE Conference on Computer Vision and Pattern Recognition, 1090-1097(2014).

[10] Henriques J, Caserio 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). http://www.ncbi.nlm.nih.gov/pubmed/26353263

[11] Danelljan M, Hager G, Khan F et al. Accurate scale estimation for robust visual tracking[C]. British Machine Vision Conference(2014).

[12] Wang X, Hou Z Q, Yu W S et al. A scale adaptive robust tracking algorithm based on fusion of multilayer convolutional features[J]. Acta Optica Sinica, 37, 1115005(2017).

[13] Shen Q, Yan X L, Liu L F et al. Multi-scale correlation filter tracker based on adaptive feature selection[J]. Acta Optica Sinica, 37, 0515001(2017).

[14] Li S S, Zhao G P, Wang J Y et al. Distractor-aware object tracking based on multi-feature fusion and scale-adaption[J]. Acta Optica Sinica, 37, 0515005(2017).

[15] Yu W S, Tian X H, Hou Z Q et al. Multi-scale mean shift tracking[J]. IET Computer Vision, 9, 110-123(2015). http://or.nsfc.gov.cn/handle/00001903-5/317213

[16] Navneet D, Bill T. Histograms of oriented gradients for human detection[C]. IEEE Conference on Computer Vision and Pattern Recognition, 886-893(2005).

[17] Wu Y, Lim J, Yang M H. Online object tracking[C]. IEEE Conference on Computer Vision and Pattern Recognition, 2411-2418(2013).

[18] Rifkin R, Yeo G, Poggio T. Regularized least-squares classification[J]. Acta Electronica Sinica, 190, 93-104(2007).

[19] Zhang K H, Liu Q S, Wu Y. Robust visual tracking via convolutional networks without training[J]. IEEE Transactions on Image Processing, 25, 1779-1792(2015). http://ieeexplore.ieee.org/document/7410052/

[20] Wang N Y, Yeung D. Learning a deep compact image representation for visual tracking[C]. Advances in Neural Information Processing Systems, 809-817(2013).

[21] Zhang T Z, Bibi A, Ghanem B. In defense of sparse tracking: circulant sparse tracker[C]. IEEE Conference on Computer Vision and Pattern Recognition, 3880-3888(2016).

[22] Zhang T, Liu S, Xu C S et al. Structural sparse tracking[C]. IEEE Conference on Computer Vision and Pattern Recognition, 150-158(2015).

[23] Liu F, Zhou T, Yang J et al. Visual tracking via nonnegative regularization multiple locality coding[C]. IEEE International Conference on Computer Vision, 72-80(2016).