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 …

Correlation filters for unmanned aerial vehicle-based aerial tracking: A review and experimental evaluation

C Fu, B Li, F Ding, F Lin, G Lu - IEEE Geoscience and Remote …, 2021 - ieeexplore.ieee.org
Aerial tracking, which has received widespread attention and exhibited excellent
performance, is one of the most active applications in the remote sensing field. In particular …

Cotracker: It is better to track together

N Karaev, I Rocco, B Graham, N Neverova… - … on Computer Vision, 2024 - Springer
We introduce CoTracker, a transformer-based model that tracks a large number of 2D points
in long video sequences. Differently from most existing approaches that track points …

Lasot: A high-quality benchmark for large-scale single object tracking

H Fan, L Lin, F Yang, P Chu, G Deng… - Proceedings of the …, 2019 - openaccess.thecvf.com
In this paper, we present LaSOT, a high-quality benchmark for Large-scale Single Object
Tracking. LaSOT consists of 1,400 sequences with more than 3.5 M frames in total. Each …

Trackingnet: A large-scale dataset and benchmark for object tracking in the wild

M Muller, A Bibi, S Giancola… - Proceedings of the …, 2018 - openaccess.thecvf.com
Despite the numerous developments in object tracking, further development of current
tracking algorithms is limited by small and mostly saturated datasets. As a matter of fact, data …

[HTML][HTML] Improved anti-occlusion object tracking algorithm using Unscented Rauch-Tung-Striebel smoother and kernel correlation filter

R **a, Y Chen, B Ren - Journal of King Saud University-Computer and …, 2022 - Elsevier
Aiming at the existing problems that object tracking algorithm fails to track under the
influence of occlusion conditions, the paper has improved the Kernel Correlation Filter …

Discriminative correlation filter with channel and spatial reliability

A Lukezic, T Vojir, L ˇCehovin Zajc… - Proceedings of the …, 2017 - openaccess.thecvf.com
Short-term tracking is an open and challenging problem for which discriminative correlation
filters (DCF) have shown excellent performance. We introduce the channel and spatial …

Beyond correlation filters: Learning continuous convolution operators for visual tracking

M Danelljan, A Robinson, F Shahbaz Khan… - Computer Vision–ECCV …, 2016 - Springer
Abstract Discriminative Correlation Filters (DCF) have demonstrated excellent performance
for visual object tracking. The key to their success is the ability to efficiently exploit available …

A benchmark and simulator for UAV tracking

M Mueller, N Smith, B Ghanem - … , The Netherlands, October 11–14, 2016 …, 2016 - Springer
In this paper, we propose a new aerial video dataset and benchmark for low altitude UAV
target tracking, as well as, a photo-realistic UAV simulator that can be coupled with tracking …

Discriminative scale space tracking

M Danelljan, G Häger, FS Khan… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Accurate scale estimation of a target is a challenging research problem in visual object
tracking. Most state-of-the-art methods employ an exhaustive scale search to estimate the …