L Kalake, W Wan, L Hou - IEEE Access, 2021 - ieeexplore.ieee.org
The deep learning technique has proven to be effective in the classification and localization of objects on the image or ground plane over time. The strength of the technique's features …
F Meng, X Wang, D Wang, F Shao, L Fu - Sensors, 2020 - mdpi.com
Multi-object tracking (MOT) plays a crucial role in various platforms. Occlusion and insertion among targets, complex backgrounds and higher real-time requirements increase the …
T Liang, B Li, M Wang, H Tan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Unifying object detection and re-identification (ReID) into a single network enables faster multi-object tracking (MOT), while this multi-task setting poses challenges for training. In this …
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 …
J Xiang, M Chao, G Xu, J Hou - arXiv preprint arXiv:1907.12176, 2019 - arxiv.org
Existing deep multi-object tracking (MOT) approaches first learn a deep representation to describe target objects and then associate detection results by optimizing a linear …
Z Qin, S Zhou, L Wang, J Duan… - Proceedings of the …, 2023 - openaccess.thecvf.com
The main challenge of Multi-Object Tracking (MOT) lies in maintaining a continuous trajectory for each target. Existing methods often learn reliable motion patterns to match the …
T Hu, L Huang, H Shen - arXiv preprint arXiv:2003.02795, 2020 - arxiv.org
Recent works in multiple object tracking use sequence model to calculate the similarity score between the detections and the previous tracklets. However, the forced exposure to …
P Huang, S Han, J Zhao, D Liu, H Wang, E Yu… - arXiv preprint arXiv …, 2020 - arxiv.org
Modern multi-object tracking (MOT) system usually involves separated modules, such as motion model for location and appearance model for data association. However, the …
H Jin, X Nie, Y Yan, X Chen, Z Zhu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Despite extensive exploration of more powerful multi-object tracking (MOT) frameworks, the impact of frequent occlusion has remained a formidable challenge. In this work, we present …