Face liveness detection using a light field camera

Sooyeon Kim, Yuseok Ban, Sangyoun Lee

Research output: Contribution to journalArticlepeer-review

34 Citations (Scopus)

Abstract

A light field camera is a sensor that can record the directions as well as the colors of incident rays. This camera is widely utilized from 3D reconstruction to face and iris recognition. In this paper, we suggest a novel approach for defending spoofing face attacks, like printed 2D facial photos (hereinafter 2D photos) and HD tablet images, using the light field camera. By viewing the raw light field photograph from a different standpoint, we extract two special features which cannot be obtained from the conventional camera. To verify the performance, we compose light field photograph databases an conduct experiments. Our proposed method achieves at least 94.78% accuracy or up to 99.36% accuracy under different types of spoofing attacks.

Original languageEnglish
Pages (from-to)22471-22499
Number of pages29
JournalSensors (Switzerland)
Volume14
Issue number12
DOIs
Publication statusPublished - 2014 Nov 27

All Science Journal Classification (ASJC) codes

  • Analytical Chemistry
  • Biochemistry
  • Atomic and Molecular Physics, and Optics
  • Instrumentation
  • Electrical and Electronic Engineering

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