Handcrafted and deep trackers: Recent visual object tracking approaches and trends

M Fiaz, A Mahmood, S Javed, SK Jung - ACM Computing Surveys …, 2019 - dl.acm.org
In recent years, visual object tracking has become a very active research area. An
increasing number of tracking algorithms are being proposed each year. It is because …

Learning in high-dimensional multimedia data: the state of the art

L Gao, J Song, X Liu, J Shao, J Liu, J Shao - Multimedia Systems, 2017 - Springer
During the last decade, the deluge of multimedia data has impacted a wide range of
research areas, including multimedia retrieval, 3D tracking, database management, data …

Learning adaptive spatial-temporal context-aware correlation filters for UAV tracking

D Yuan, X Chang, Z Li, Z He - ACM Transactions on Multimedia …, 2022 - dl.acm.org
Tracking in the unmanned aerial vehicle (UAV) scenarios is one of the main components of
target-tracking tasks. Different from the target-tracking task in the general scenarios, the …

Self-supervised deep correlation tracking

D Yuan, X Chang, PY Huang, Q Liu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The training of a feature extraction network typically requires abundant manually annotated
training samples, making this a time-consuming and costly process. Accordingly, we …

Siamrpn++: Evolution of siamese visual tracking with very deep networks

B Li, W Wu, Q Wang, F Zhang… - Proceedings of the …, 2019 - openaccess.thecvf.com
Siamese network based trackers formulate tracking as convolutional feature cross-
correlation between target template and searching region. However, Siamese trackers still …

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 …

The sixth visual object tracking vot2018 challenge results

M Kristan, A Leonardis, J Matas… - Proceedings of the …, 2018 - openaccess.thecvf.com
Abstract The Visual Object Tracking challenge VOT2018 is the sixth annual tracker
benchmarking activity organized by the VOT initiative. Results of over eighty trackers are …

Fuzzy detection aided real-time and robust visual tracking under complex environments

S Liu, S Wang, X Liu, CT Lin, Z Lv - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Today, a new generation of artificial intelligence has brought several new research domains
such as computer vision (CV). Thus, target tracking, the base of CV, has been a hotspot …

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 …

Visual tracking in complex scenes: A location fusion mechanism based on the combination of multiple visual cognition flows

S Liu, S Huang, S Wang, K Muhammad, P Bellavista… - Information …, 2023 - Elsevier
In recent years, deep learning has revolutionized computer vision and has been widely used
for monitoring in diverse visual scenes. However, in terms of some aspects such as …