A Lightweight High-Speed Tracking Algorithm Based on Siamese Network

LUO Yihang; ZHAO Zhenyu; HU Yinji; JIE Feiran; WAN Jinjin

doi:10.3969/j.issn.1671-637x.2022.01.011

[1] TANG S,ANDRILUKA M,ANDRES B,et al.Multiple people tracking by lifted multicut and person re-identification［C］//IEEE Conference on Computer Vision and Pattern Recognition (CVPR).Honolulu,HI:IEEE,2017:3539-3548.

[2] LEE K H,HWANG J N.On-road pedestrian tracking across multiple driving recorders［J］.IEEE Transactions on Multimedia,2015,17(9):1429-1438.

[3] HENRIQUES J F,CASEIRO R,MARTINS P,et al.Exploiting the circulant structure of tracking-by-detection with kernels［C］//The 12th European Conference on Computer Vision.Florence:ECCV,2012: 702-715.

[6] DANELLJAN M,ROBINSON A,KHAN F,et al.Beyond correlation filters: learning continuous convolution operators for visual tracking［C］//The 14th European Conference on Co- mputer Vision.Amsterdam:ECCV,2016: 472-488.

[7] BERTINETTO L,VALMADRE J,HENRIQUES J F,et al.Fully-convolutional siamese networks for object tracking［C］//The 14th European Conference on Computer Vision. Amsterdam:ECCV,2016:850-865.

[8] LI B,YAN J,WU W,et al.High performance visual tracking with siamese region proposal network［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).Salt Lake City,UT:CVPR,2018:8971-8980.

[9] ZHU Z,WANG Q,LI B,et al.Distractor-aware siamese networks for visual object tracking ［C］//The 15th European Conference on Computer Vision.Munich:ECCV,2018: 103-109.

[10] LI B,WU W,WANG Q,et al.SiamRPN++:evolution of siamese visual tracking with very deep networks［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition.Salt Lake City,UT:CVPR,2020:4282-4291.

[11] SANDLER M,HOWARD A,ZHU M,et al.MobileNetV2:inverted residuals and linear bottlenecks［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).Salt Lake City,UT:CVPR,2018:4510-4520.

[12] HU J,SHEN L,SUN G.Squeeze-and-excitation networks［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition.Salt Lake City,UT:CVPR,2018:7132-7141.

[14] HOWARD A,SANDLER M,CHU G,et al.Searching for MobileNetV3［C］//IEEE/CVF International Conference on Computer Vision.Seoul:ICCV,2019:1314-1324.

[15] WU Y,LIM J,YANG M H． Object tracking benchmark［J］.IEEE Transactions on Pattern Analysis and Machine Intelligence,2015,37(9):1834-1848．

[16] ABDELPAKEY M,SHEHATA M,MOHAMED M.DensSiam:end-to-end densely-siamese network with self-attention model for object tracking［C］//International Symposium on Visual Computing.Las Vegas:ISVC,2018: 463-473.