Transformer-based assignment decision network for multiple object tracking

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Athena Psalta, Vasileios Tsironis, Konstantinos Karantzalos

Published: 2024, Last Modified: 06 Mar 2025Comput. Vis. Image Underst. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A novel data association method, TADN, for online MOT without LDAP during inference.•Online tracking-by-detection integrating TADN with motion and appearance submodules.•Validation in MOT17, MOT20 and UA-DETRAC demonstrate the superior performance of TADN.•Ablation study experiments regarding TADN’s architecture and configuration options.