FACT: Feature Adaptive Continual-learning Tracker for multiple object tracking

doi:10.1016/j.knosys.2026.115935

FACT: Feature Adaptive Continual-learning Tracker for multiple object tracking

2026-04-06

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DOI：10.1016/j.knosys.2026.115935

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Abstract

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• Introduce a novel MOT framework to enable online learning and utilize all past tracking information. • Introduce the Feature Adaptive Continual-learning (FAC) module for online learning. • Adopt analytic continual learning techniques to maintain tracking efficiency. • A two-stage association module for robust tracking of new targets in initializing FAC module.

Keywords:

Multiple Object Tracking

Online Learning

Continual Learning

Feature Adaptation

Robust Tracking

FACT: Feature Adaptive Continual-learning Tracker for multiple object tracking

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