Recent advances of single-object tracking methods: A brief survey

Y Zhang, T Wang, K Liu, B Zhang, L Chen - Neurocomputing, 2021 - Elsevier
Single-object tracking is regarded as a challenging task in computer vision, especially in
complex spatio-temporal contexts. The changes in the environment and object deformation …

Delving deep into label smoothing

CB Zhang, PT Jiang, Q Hou, Y Wei… - … on Image Processing, 2021 - ieeexplore.ieee.org
Label smoothing is an effective regularization tool for deep neural networks (DNNs), which
generates soft labels by applying a weighted average between the uniform distribution and …

Efficient rgb-t tracking via cross-modality distillation

T Zhang, H Guo, Q Jiao, Q Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Most current RGB-T trackers adopt a two-stream structure to extract unimodal RGB and
thermal features and complex fusion strategies to achieve multi-modal feature fusion, which …

Event stream-based visual object tracking: A high-resolution benchmark dataset and a novel baseline

X Wang, S Wang, C Tang, L Zhu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Tracking with bio-inspired event cameras has garnered increasing interest in recent years.
Existing works either utilize aligned RGB and event data for accurate tracking or directly …

Distilled Siamese networks for visual tracking

J Shen, Y Liu, X Dong, X Lu, FS Khan… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In recent years, Siamese network based trackers have significantly advanced the state-of-
the-art in real-time tracking. Despite their success, Siamese trackers tend to suffer from high …

Multi-regularized correlation filter for UAV tracking and self-localization

J Ye, C Fu, F Lin, F Ding, S An… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
As a sort of model-free tracking approach, discriminative correlation filter (DCF)-based
trackers have shown prominent performance in unmanned aerial vehicle (UAV) tracking …

Moving Target Tracking by Unmanned Aerial Vehicle: A Survey and Taxonomy

N Sun, J Zhao, Q Shi, C Liu, P Liu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Moving target tracking is one of the most active applications in the field of unmanned aerial
vehicles (UAVs). Due to their high adaptability, UAVs equipped with multisensor vision …

SOCF: A correlation filter for real-time UAV tracking based on spatial disturbance suppression and object saliency-aware

S Ma, B Zhao, Z Hou, W Yu, L Pu, X Yang - Expert Systems with …, 2024 - Elsevier
The discriminative correlation filter (DCF) is commonly used in aerial object tracking due to
its high tracking accuracy and computing speed. However, when similar object disturbances …

All-day object tracking for unmanned aerial vehicle

B Li, C Fu, F Ding, J Ye, F Lin - IEEE Transactions on Mobile …, 2022 - ieeexplore.ieee.org
Unmanned aerial vehicle (UAV) has facilitated a wide range of real-world applications and
attracted extensive research in the mobile computing field. Specially, developing real-time …

Robust correlation filter learning with continuously weighted dynamic response for UAV visual tracking

Y Zhang, YF Yu, L Chen, W Ding - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Unmanned aerial vehicles (UAVs) visual tracking has always been a challenging task.
Existing correlation filter tracking algorithms typically utilize the histograms of oriented …