Scale Adaptive Kernel Correlation Tracking Method with High Confidence

Fujin Li; Huihui Liu; Hongge Ren; Tao Shi

doi:10.3788/LOP202158.0815004

[1] Wu G X. Research on key technology of object tracking in intelligent video surveillance[D]. Nanjing: Nanjing University of Science and Technology(2017).

[2] Lu H C, Li P X, Wang D. Visual object tracking: a survey[J]. Pattern Recognition and Artificial Intelligence, 31, 61-76(2018).

[3] Mao Z C, Chen H D. Long-term object tracking algorithm based on kernelized correlation filter[J]. Laser & Optoelectronics Progress, 56, 010702(2019).

[4] Zhang H L, Hu S Q, Yang G S. Video object tracking based on appearance models learning[J]. Journal of Computer Research and Development, 52, 177-190(2015).

[5] Wu Y, Lim J, Yang M H. Object tracking benchmark[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 1834-1848(2015).

[6] Smeulders A W M, Chu D M, Cucchiara R et al. Visual tracking: an experimental survey[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 36, 1442-1468(2014).

[7] 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). http://doi.ieeecomputersociety.org/10.1109/TPAMI.2014.2345390

[8] Liu X Y, Wang Y M, Ma W N. Scale-adaptive correlation filter tracking algorithm based on FHOG and LBP features[J]. Laser & Optoelectronics Progress, 57, 041512(2020).

[9] Liao X F, Hou Z Q, Yu W S et al. A scale adapted tracking algorithm based on kernelized correlation[J]. Acta Optica Sinica, 38, 0715002(2018).

[10] Wang K Y, Chen Z G, Fu Y. Target anti-occlusion algorithm based on correlation filter[J]. Laser & Optoelectronics Progress, 56, 030401(2019).

[11] Mueller M, Smith N, Ghanem B. Context-aware correlation filter tracking[C]. //2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 1387-1395(2017).

[12] Wan X, Zhang C H, Zhang L et al. Visual tracking via weighted global context-aware correlation filter[J]. Computer Engineering and Applications, 54, 1-12, 67(2018).

[13] Bibi A, Mueller M, Ghanem B. Target response adaptation for correlation filter tracking[M]. //Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science. Cham: Springer, 9910, 419-433(2016).

[14] 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, 1401-1409(2016).

[15] Yin K, Li J L, Li L et al. Adaptive feature update object-tracking algorithm in complex situations[J]. Acta Optica Sinica, 39, 1115002(2019).

[16] Li Y, Zhu J K. 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(2015).

[17] Danelljan M, Häger G, Khan F S et al. Learning spatially regularized correlation filters for visual tracking[C]. //2015 IEEE International Conference on Computer Vision (ICCV), December 7-13, 2015, Santiago, Chile., 4310-4318(2015).

[18] Danelljan M, Robinson A, Shahbaz Khan F et al. Beyond correlation filters: learning continuous convolution operators for visual tracking[M]. //Leibe B, Matas J , Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science. Cham: Springer, 9909, 472-488(2016).

[19] Possegger H, Mauthner T, Bischof H. In defense of color-based model-free tracking[C]. //2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA., 2113-2120(2015).

[20] 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., 4800-4808(2017).

[21] Wang C, Zhang L, Xie L et al. Kernel cross-correlator[EB/OL]. (2018-02-26)[2020-07-29], 05936. https://arxiv.org/abs/1709.05936

[22] 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., 5388-5396(2015).

[23] Dai K N, Wang D, Lu H C et al. Visual tracking via adaptive spatially-regularized correlation filters[C]. //2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 15-20, 2019, Long Beach, CA, USA., 4665-4674(2019).

[24] Valmadre J, Bertinetto L, Henriques J et al. End-to-end representation learning for correlation filter based tracking[C]. //2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 5000-5008(2017).

[25] Guo Q, Feng W, Zhou C et al. Learning dynamic Siamese network for visual object tracking[C]. //2017 IEEE International Conference on Computer Vision (ICCV), October 22-29, 2017, Venice, Italy., 1781-1789(2017).