Despite recent progress in Multiple Object Tracking (MOT), several obstacles such as occlusions, similar objects, and complex scenes remain an open challenge. Meanwhile, a …
P Chu, H Ling - Proceedings of the IEEE/CVF International …, 2019 - openaccess.thecvf.com
Data association-based multiple object tracking (MOT) involves multiple separated modules processed or optimized differently, which results in complex method design and requires …
H Shen, L Huang, C Huang, W Xu - arXiv preprint arXiv:1808.01562, 2018 - arxiv.org
Traditional multiple object tracking methods divide the task into two parts: affinity learning and data association. The separation of the task requires to define a hand-crafted training …
For a long time, the most common paradigm in MultiObject Tracking was tracking-by- detection (TbD), where objects are first detected and then associated over video frames. For …
F Yu, W Li, Q Li, Y Liu, X Shi, J Yan - … , The Netherlands, October 8-10 and …, 2016 - Springer
Detection and learning based appearance feature play the central role in data association based multiple object tracking (MOT), but most recent MOT works usually ignore them and …
P Dai, R Weng, W Choi, C Zhang… - Proceedings of the …, 2021 - openaccess.thecvf.com
The recent trend in multiple object tracking (MOT) is heading towards leveraging deep learning to boost the tracking performance. However, it is not trivial to solve the data …
J Pang, L Qiu, X Li, H Chen, Q Li… - Proceedings of the …, 2021 - openaccess.thecvf.com
Similarity learning has been recognized as a crucial step for object tracking. However, existing multiple object tracking methods only use sparse ground truth matching as the …
S Liu, X Li, H Lu, Y He - … of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
Multi-object tracking in unmanned aerial vehicle (UAV) videos is an important vision task and can be applied in a wide range of applications. However, conventional multi-object …
Z Wang, L Zheng, Y Liu, Y Li, S Wang - European conference on computer …, 2020 - Springer
Modern multiple object tracking (MOT) systems usually follow the tracking-by-detection paradigm. It has 1) a detection model for target localization and 2) an appearance …