aarongaoming@ieee.org
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Ming Gao
Jiangnan University
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Free Access | Research Article | Feature Paper | 29 May 2024
CT-DETR and ReID-Guided Multi-Target Tracking Algorithm in Complex Scenes
IECE Transactions on Emerging Topics in Artificial Intelligence | Volume 1, Issue 1: 44-57, 2024 | DOI:10.62762/TETAI.2024.240529
Abstract
In the era of rapid technological advancement, the demand for sophisticated Multi-Object Tracking (MOT) systems in applications such as intelligent surveillance and autonomous navigation has become increasingly critical.However, existing models often struggle with accuracy and efficiency in densely populated or dynamically complex environments. Addressing these challenges, we introduce a novel deep learning-based MOT model that incorporates the latest CT-DETR detection technology and an advanced ReID module for improved pedestrian tracking. Experimental results demonstrate the model's superior performance in accurately identifying and tracking multiple targets across varied scenarios, signif... More >

Graphical Abstract
CT-DETR and ReID-Guided Multi-Target Tracking Algorithm in Complex Scenes