LivDet2023 - Fingerprint Liveness Detection Competition: Advancing Generalization

Micheletto, Marco;Casula, Roberto;Orru', Giulia;Carta, Simone;Concas, Sara;Cava, Simone Maurizio La;Fierrez, Julian;Marcialis, Gian Luca

2023-01-01

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Abstract

The International Fingerprint Liveness Detection Competition (LivDet) is a biennial event that invites academic and industry participants to prove their advancements in Fingerprint Presentation Attack Detection (PAD). This edition, LivDet2023, proposed two challenges, "Liveness Detection in Action" and "Fingerprint Representation", to evaluate the efficacy of PAD embedded in verification systems and the effectiveness and compactness of feature sets. A third, "hidden" challenge is the inclusion of two subsets in the training set whose sensor information is unknown, testing participants' ability to generalize their models. Only bona fide fingerprint samples were provided to participants, and the competition reports and assesses the performance of their algorithms suffering from this limitation in data availability.