Siamese object tracking for unmanned aerial vehicle: A review and comprehensive analysis

C Fu, K Lu, G Zheng, J Ye, Z Cao, B Li, G Lu - Artificial Intelligence Review, 2023 - Springer
Unmanned aerial vehicle (UAV)-based visual object tracking has enabled a wide range of
applications and attracted increasing attention in the field of artificial intelligence (AI) …

Sparsett: Visual tracking with sparse transformers

Z Fu, Z Fu, Q Liu, W Cai, Y Wang - arxiv preprint arxiv:2205.03776, 2022 - arxiv.org
Transformers have been successfully applied to the visual tracking task and significantly
promote tracking performance. The self-attention mechanism designed to model long-range …

Ranking-based Siamese visual tracking

F Tang, Q Ling - Proceedings of the IEEE/CVF conference …, 2022 - openaccess.thecvf.com
Current Siamese-based trackers mainly formulate the visual tracking into two indepedent
subtasks, including classification and localization. They learn the classification subnetwork …

Robust visual tracking with extreme point graph-guided annotation: Approach and experiment

P Gao, XY Zhang, XL Yang, F Gao, H Fujita… - Expert Systems with …, 2024 - Elsevier
Recent advancements in the field of visual tracking have been propelled by the
amalgamation of Siamese networks and region proposal networks, which have …

Towards unified token learning for vision-language tracking

Y Zheng, B Zhong, Q Liang, G Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this paper, we present a simple, flexible and effective vision-language (VL) tracking
pipeline, termed MMTrack, which casts VL tracking as a token generation task. Traditional …

Learning localization-aware target confidence for siamese visual tracking

J Nie, Z He, Y Yang, M Gao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Siamese tracking paradigm has achieved great success, providing effective appearance
discrimination and size estimation by classification and regression. While such a paradigm …

Siamthn: Siamese target highlight network for visual tracking

J Bao, K Chen, X Sun, L Zhao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Siamese network based trackers develop rapidly in the field of visual object tracking in
recent years. The majority of Siamese network based trackers now in use treat each channel …

Part-aware framework for robust object tracking

S Li, S Zhao, B Cheng, J Chen - IEEE Transactions on Image …, 2023 - ieeexplore.ieee.org
The local parts of the target are vitally important for robust object tracking. Nevertheless,
existing excellent context regression methods involving siamese networks and …

Slight aware enhancement transformer and multiple matching network for real-time UAV tracking

A Deng, G Han, D Chen, T Ma, Z Liu - Remote Sensing, 2023 - mdpi.com
Based on the versatility and effectiveness of the siamese neural network, the technology of
unmanned aerial vehicle visual object tracking has found widespread application in various …

SiamSTC: Updatable siamese tracking network via spatio-temporal context

B Wei, H Chen, Q Ding, H Luo - Knowledge-Based Systems, 2023 - Elsevier
To adapt to the target appearance, some trackers focus only on learning the target model
online with the spatial context or only on learning an adaptive template with the temporal …