Correlation-aware deep tracking

F Xie, C Wang, G Wang, Y Cao… - Proceedings of the …, 2022 - openaccess.thecvf.com
Robustness and discrimination power are two fundamental requirements in visual object
tracking. In most tracking paradigms, we find that the features extracted by the popular …

Stmtrack: Template-free visual tracking with space-time memory networks

Z Fu, Q Liu, Z Fu, Y Wang - … of the IEEE/CVF conference on …, 2021 - openaccess.thecvf.com
Boosting performance of the offline trained siamese trackers is getting harder nowadays
since the fixed information of the template cropped from the first frame has been almost …

Learning a deep ensemble network with band importance for hyperspectral object tracking

Z Li, F Xiong, J Zhou, J Lu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Attributing to material identification ability powered by a large number of spectral bands,
hyperspectral videos (HSVs) have great potential for object tracking. Most hyperspectral …

The ninth visual object tracking vot2021 challenge results

M Kristan, J Matas, A Leonardis… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract The Visual Object Tracking challenge VOT2021 is the ninth annual tracker
benchmarking activity organized by the VOT initiative. Results of 71 trackers are presented; …

Handling occlusion in uav visual tracking with query-guided redetection

Y Xue, T Shen, G Jin, L Tan, N Wang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Aerial tracking has recently shown significant potential in vision-based measurement.
Despite significant improvements, accurate occlusion tracking remains a difficult challenge …

Elysium: Exploring object-level perception in videos via mllm

H Wang, Y Ye, Y Wang, Y Nie, C Huang - European Conference on …, 2025 - Springer
Abstract Multi-modal Large Language Models (MLLMs) have demonstrated their ability to
perceive objects in still images, but their application in video-related tasks, such as object …

UAST: uncertainty-aware siamese tracking

D Zhang, Y Fu, Z Zheng - International Conference on …, 2022 - proceedings.mlr.press
Visual object tracking is basically formulated as target classification and bounding box
estimation. Recent anchor-free Siamese trackers rely on predicting the distances to four …

Advances in deep learning methods for visual tracking: Literature review and fundamentals

XQ Zhang, RH Jiang, CX Fan, TY Tong, T Wang… - International Journal of …, 2021 - Springer
Recently, deep learning has achieved great success in visual tracking tasks, particularly in
single-object tracking. This paper provides a comprehensive review of state-of-the-art single …

Siamese implicit region proposal network with compound attention for visual tracking

S Chan, J Tao, X Zhou, C Bai… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recently, siamese-based trackers have achieved significant successes. However, those
trackers are restricted by the difficulty of learning consistent feature representation with the …

Improved SiamCAR with ranking-based pruning and optimization for efficient UAV tracking

X Jin, D Zhang, Q Wu, X Xiao, P Zhao… - Image and Vision …, 2024 - Elsevier
UAV tracking is a burgeoning task with vast application prospects in various fields such as
agriculture, navigation, and public safety. However, the computational constraints and …