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Paper · arXiv

A Dual-Stream Challenge-Response Protocol for Ocular Liveness Verification

Ocular biometric systems face sophisticated presentation attacks, including high-resolution video replays and real-time generative deepfakes, which easily bypass static liveness checks. Current Presentation Attack Detection (PAD) frameworks typically rely on isolated physiological metrics, such as gaze tracking or the Pupillary Light Reflex (PLR), which can be spoofed independently. This paper proposes a Spatio-Luminance Sensor Fusion protocol, which introduces a dual-stream challenge-response framework for ocular liveness verification by uniting these metrics into a simultaneous authentication challenge. By generating a randomized, time-varying visual stimulus that fluctuates in both spa...

AuthorsIsmail Kably
Primary categorycs.CV
Published10 July 2026
Last updated at source10 July 2026
cs.CVcs.CR
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