Deep learning for visual tracking: A comprehensive survey
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 …
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
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) …
applications and attracted increasing attention in the field of artificial intelligence (AI) …
Transforming model prediction for tracking
Optimization based tracking methods have been widely successful by integrating a target
model prediction module, providing effective global reasoning by minimizing an objective …
model prediction module, providing effective global reasoning by minimizing an objective …
Learning spatio-temporal transformer for visual tracking
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 …
as the key component. The encoder models the global spatio-temporal feature …
Towards grand unification of object tracking
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 …
problems (SOT, MOT, VOS, MOTS) with a single network using the same model parameters …
Graph attention tracking
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 …
problem. Almost all popular Siamese trackers realize the similarity learning via convolutional …
Visible-thermal UAV tracking: A large-scale benchmark and new baseline
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' …
achieve robust performance and wider application scenarios with the guidance of objects' …
Stmtrack: Template-free visual tracking with space-time memory networks
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 …
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
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 …
fundamental challenge in appearance-based visual tracking. Such distractor objects are …
Learn to match: Automatic matching network design for visual tracking
Siamese tracking has achieved groundbreaking performance in recent years, where the
essence is the efficient matching operator cross-correlation and its variants. Besides the …
essence is the efficient matching operator cross-correlation and its variants. Besides the …