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 …

Deep learning in visual tracking: A review

L Jiao, D Wang, Y Bai, P Chen… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Deep learning (DL) has made breakthroughs in many computer vision tasks and also in
visual tracking. From the beginning of the research on the automatic acquisition of high …

Deep learning for unmanned aerial vehicle-based object detection and tracking: A survey

X Wu, W Li, D Hong, R Tao, Q Du - IEEE Geoscience and …, 2021 - ieeexplore.ieee.org
Owing to effective and flexible data acquisition, unmanned aerial vehicles (UAVs) have
recently become a hotspot across the fields of computer vision (CV) and remote sensing …

Learning target candidate association to keep track of what not to track

C Mayer, M Danelljan, DP Paudel… - Proceedings of the …, 2021 - openaccess.thecvf.com
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 …

Siam r-cnn: Visual tracking by re-detection

P Voigtlaender, J Luiten, PHS Torr… - Proceedings of the …, 2020 - openaccess.thecvf.com
Abstract We present Siam R-CNN, a Siamese re-detection architecture which unleashes the
full power of two-stage object detection approaches for visual object tracking. We combine …

The eighth visual object tracking VOT2020 challenge results

M Kristan, A Leonardis, J Matas, M Felsberg… - Computer Vision–ECCV …, 2020 - Springer
Abstract The Visual Object Tracking challenge VOT2020 is the eighth annual tracker
benchmarking activity organized by the VOT initiative. Results of 58 trackers are presented; …

The seventh visual object tracking VOT2019 challenge results

M Kristan, J Matas, A Leonardis… - Proceedings of the …, 2019 - openaccess.thecvf.com
Abstract The Visual Object Tracking challenge VOT2019 is the seventh annual tracker
benchmarking activity organized by the VOT initiative. Results of 81 trackers are presented; …

High-performance long-term tracking with meta-updater

K Dai, Y Zhang, D Wang, J Li, H Lu… - Proceedings of the …, 2020 - openaccess.thecvf.com
Long-term visual tracking has drawn increasing attention because it is much closer to
practical applications than short-term tracking. Most top-ranked long-term trackers adopt the …

Deep affinity network for multiple object tracking

SJ Sun, N Akhtar, HS Song, A Mian… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Multiple Object Tracking (MOT) plays an important role in solving many fundamental
problems in video analysis and computer vision. Most MOT methods employ two steps …

Globaltrack: A simple and strong baseline for long-term tracking

L Huang, X Zhao, K Huang - Proceedings of the AAAI conference on …, 2020 - ojs.aaai.org
A key capability of a long-term tracker is to search for targets in very large areas (typically the
entire image) to handle possible target absences or tracking failures. However, currently …