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Research • 6 min read

Mitigating Presentation Attacks in 3D Biometric Liveness Systems

How edge neural processing units use multi-spectrum infrared depth sensing to neutralize synthetic silicon mask spoofing.

ERDr. Elena RostovaAugust 4, 2026

In high-security physical and perimeter deployments, biometric validation terminals face increasingly sophisticated presentation attacks. Attackers use high-resolution masks, generated video, and synthetic thermal overlays.

System Vector Analysis

  • Multi-spectrum SWIR depth verification
  • Micro-vascular thermal diffusion mapping at less than 140ms latency
  • Hardware TPM 2.0 enclave feature-vector hashing

By processing raw sensor streams on local edge NPUs, Vision Sentinel rejects spoofing attempts before granting physical or logical relay privileges.

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