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 …

Satellite video single object tracking: A systematic review and an oriented object tracking benchmark

Y Chen, Y Tang, Y Xiao, Q Yuan, Y Zhang, F Liu… - ISPRS Journal of …, 2024 - Elsevier
Single object tracking (SOT) in satellite video (SV) enables the continuous acquisition of
position and range information of an arbitrary object, showing promising value in remote …

Transformer meets tracker: Exploiting temporal context for robust visual tracking

N Wang, W Zhou, J Wang, H Li - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
In video object tracking, there exist rich temporal contexts among successive frames, which
have been largely overlooked in existing trackers. In this work, we bridge the individual …

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 …

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 …

Ocean: Object-aware anchor-free tracking

Z Zhang, H Peng, J Fu, B Li, W Hu - … , Glasgow, UK, August 23–28, 2020 …, 2020 - Springer
Anchor-based Siamese trackers have achieved remarkable advancements in accuracy, yet
the further improvement is restricted by the lagged tracking robustness. We find the …

Siamese box adaptive network for visual tracking

Z Chen, B Zhong, G Li, S Zhang… - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Most of the existing trackers usually rely on either a multi-scale searching scheme or pre-
defined anchor boxes to accurately estimate the scale and aspect ratio of a target …

Deformable siamese attention networks for visual object tracking

Y Yu, Y Xiong, W Huang… - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Siamese-based trackers have achieved excellent performance on visual object tracking.
However, the target template is not updated online, and the features of target template and …

SiamCAR: Siamese fully convolutional classification and regression for visual tracking

D Guo, J Wang, Y Cui, Z Wang… - Proceedings of the …, 2020 - openaccess.thecvf.com
By decomposing the visual tracking task into two subproblems as classification for pixel
category and regression for object bounding box at this pixel, we propose a novel fully …

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 …