Visual object tracking with discriminative filters and siamese networks: a survey and outlook

S Javed, M Danelljan, FS Khan… - … on Pattern Analysis …, 2022 - ieeexplore.ieee.org
Accurate and robust visual object tracking is one of the most challenging and fundamental
computer vision problems. It entails estimating the trajectory of the target in an image …

Siamese visual object tracking: A survey

M Ondrašovič, P Tarábek - IEEE Access, 2021 - ieeexplore.ieee.org
Object tracking belongs to active research areas in computer vision. We are interested in
matching-based trackers exploiting deep machine learning known as Siamese trackers …

Toward robust visual object tracking with independent target-agnostic detection and effective Siamese cross-task interaction

T Xu, Z Feng, XJ Wu, J Kittler - IEEE Transactions on Image …, 2023 - ieeexplore.ieee.org
Advanced Siamese visual object tracking architectures are jointly trained using pair-wise
input images to perform target classification and bounding box regression. They have …

Joint classification and regression for visual tracking with fully convolutional siamese networks

Y Cui, D Guo, Y Shao, Z Wang, C Shen… - International Journal of …, 2022 - Springer
Visual tracking of generic objects is one of the fundamental but challenging problems in
computer vision. Here, we propose a novel fully convolutional Siamese network to solve …

Siamese attentional keypoint network for high performance visual tracking

P Gao, R Yuan, F Wang, L Xiao, H Fujita… - Knowledge-based …, 2020 - Elsevier
Visual tracking is one of the most fundamental topics in computer vision. Numerous tracking
approaches based on discriminative correlation filters or Siamese convolutional networks …

Distractor-aware siamese networks for visual object tracking

Z Zhu, Q Wang, B Li, W Wu, J Yan… - Proceedings of the …, 2018 - openaccess.thecvf.com
Recently, Siamese networks have drawn great attention in visual tracking community
because of their balanced accuracy and speed. However, features used in most Siamese …

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 …

Visual object tracking by hierarchical attention siamese network

J Shen, X Tang, X Dong, L Shao - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Visual tracking addresses the problem of localizing an arbitrary target in video according to
the annotated bounding box. In this article, we present a novel tracking method by …

SiamVGG: Visual tracking using deeper siamese networks

Y Li, X Zhang, D Chen - arXiv preprint arXiv:1902.02804, 2019 - arxiv.org
Recently, we have seen a rapid development of Deep Neural Network (DNN) based visual
tracking solutions. Some trackers combine the DNN-based solutions with Discriminative …

Structured siamese network for real-time visual tracking

Y Zhang, L Wang, J Qi, D Wang… - Proceedings of the …, 2018 - openaccess.thecvf.com
Local structure of target objects are essential for robust tracking. However, existing methods
based on deep neural networks mostly describe the target appearance from the global view …