TY - GEN
T1 - Robust Context-Aware Tracking with Temporal Regularization
AU - Li, Tianhao
AU - Xu, Tingfa
AU - Bai, Yu
AU - Fan, Axin
AU - Yang, Ruoling
N1 - Publisher Copyright:
© 2020, Springer Nature Singapore Pte Ltd.
PY - 2020
Y1 - 2020
N2 - Discriminative Correlation Filters demonstrate superior capabilities, while still suffering from background clutter. The proposed context-aware correlation filter (CACF) framework effectively avoids the interference of background noise with the explicit incorporation of global context information. However, there is still sequential context information that is not considered. This work proposes a robust context-aware tracking based on hand-crafted features by adding a temporal regularization. The temporal regularization term provides temporal information for learning filter, which limits the mutation of the filter. Experiments on OTB-100 show that our tracker demonstrates excellent accuracy and significantly improves the robustness of CF trackers and those trackers in the CACF framework.
AB - Discriminative Correlation Filters demonstrate superior capabilities, while still suffering from background clutter. The proposed context-aware correlation filter (CACF) framework effectively avoids the interference of background noise with the explicit incorporation of global context information. However, there is still sequential context information that is not considered. This work proposes a robust context-aware tracking based on hand-crafted features by adding a temporal regularization. The temporal regularization term provides temporal information for learning filter, which limits the mutation of the filter. Experiments on OTB-100 show that our tracker demonstrates excellent accuracy and significantly improves the robustness of CF trackers and those trackers in the CACF framework.
KW - Context-aware tracking
KW - Correlation filter
KW - Temporal regularization
UR - https://www.scopus.com/pages/publications/85084735851
U2 - 10.1007/978-981-13-9409-6_100
DO - 10.1007/978-981-13-9409-6_100
M3 - Conference contribution
AN - SCOPUS:85084735851
SN - 9789811394089
T3 - Lecture Notes in Electrical Engineering
SP - 858
EP - 865
BT - Communications, Signal Processing, and Systems - Proceedings of the 8th International Conference on Communications, Signal Processing, and Systems, CSPS 2019
A2 - Liang, Qilian
A2 - Wang, Wei
A2 - Liu, Xin
A2 - Na, Zhenyu
A2 - Jia, Min
A2 - Zhang, Baoju
PB - Springer
T2 - 8th International Conference on Communications, Signal Processing, and Systems, CSPS 2019
Y2 - 20 July 2019 through 22 July 2019
ER -