Continual Learning for Behavior-based Driver Identification

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Mattia Fanan, Davide Dalle Pezze, Emad Efatinasab, Ruggero Carli, Mirco Rampazzo, Gian Antonio Susto

Published: 2025, Last Modified: 05 Aug 2025Eng. Appl. Artif. Intell. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We investigate Driver Identification in a realistic setting, adapting to new drivers.•We propose three Continual Learning scenarios with progressive real-world alignment.•We propose SmooDER and SmooER, leveraging driver continuity to boost performance.•We validate the effectiveness of these techniques using the OCSLab dataset.