DinoV2 features improve ID card presentation attack detection under leave-one-out protocols, and the paper argues that representative bona fide images, not attack diversity, are what enable generalization.
Forged presentation attack detection for ID cards on remote verification systems,
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Can Foundation Models Generalise the Presentation Attack Detection Capabilities on ID Cards?
DinoV2 features improve ID card presentation attack detection under leave-one-out protocols, and the paper argues that representative bona fide images, not attack diversity, are what enable generalization.