Deep learning for visual tracking: A comprehensive survey

SM Marvasti-Zadeh, L Cheng… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Visual target tracking is one of the most sought-after yet challenging research topics in
computer vision. Given the ill-posed nature of the problem and its popularity in a broad …

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) …

Transforming model prediction for tracking

C Mayer, M Danelljan, G Bhat, M Paul… - Proceedings of the …, 2022 - openaccess.thecvf.com
Optimization based tracking methods have been widely successful by integrating a target
model prediction module, providing effective global reasoning by minimizing an objective …

Learning spatio-temporal transformer for visual tracking

B Yan, H Peng, J Fu, D Wang… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
In this paper, we present a new tracking architecture with an encoder-decoder transformer
as the key component. The encoder models the global spatio-temporal feature …

Towards grand unification of object tracking

B Yan, Y Jiang, P Sun, D Wang, Z Yuan, P Luo… - European Conference on …, 2022 - Springer
We present a unified method, termed Unicorn, that can simultaneously solve four tracking
problems (SOT, MOT, VOS, MOTS) with a single network using the same model parameters …

Graph attention tracking

D Guo, Y Shao, Y Cui, Z Wang… - Proceedings of the …, 2021 - openaccess.thecvf.com
Siamese network based trackers formulate the visual tracking task as a similarity matching
problem. Almost all popular Siamese trackers realize the similarity learning via convolutional …

Visible-thermal UAV tracking: A large-scale benchmark and new baseline

P Zhang, J Zhao, D Wang, H Lu… - Proceedings of the …, 2022 - openaccess.thecvf.com
With the popularity of multi-modal sensors, visible-thermal (RGB-T) object tracking is to
achieve robust performance and wider application scenarios with the guidance of objects' …

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 target candidate association to keep track of what not to track

C Mayer, M Danelljan, DP Paudel… - Proceedings of the …, 2021 - openaccess.thecvf.com
The presence of objects that are confusingly similar to the tracked target, poses a
fundamental challenge in appearance-based visual tracking. Such distractor objects are …

Learn to match: Automatic matching network design for visual tracking

Z Zhang, Y Liu, X Wang, B Li… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Siamese tracking has achieved groundbreaking performance in recent years, where the
essence is the efficient matching operator cross-correlation and its variants. Besides the …