SynTI

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Description

This dataset includes the reconstructed face images from facial templates extracted from face images of the MOBIO dataset using template inversion method proposed in the following paper (in both whitebox and blackbox attacks). Each of the reconstructed face images was shown by a digital tablet (Apple iPad Pro) and presented in front of a camera. The captured image by the camera can then be used as input to the face recognition system. The cameras of three different mobile devices were used for capturing images in this dataset, including Apple iPhone 12, Xiaomi Redmi 9 A, and Samsung Galaxy S9.

Figure 1: (a) Presentation attack evaluation setup, (b) The reconstructed face image from TI attack that is used for presentation attack, (c) The captured image by the smartphone camera (iPhone 12) in our presentation attack

Reference

If you use this dataset, please cite the following publication(s) depending on the use:

@article{tbiom2024faceti,
  author  = {Hatef Otroshi Shahreza and S{\'e}bastien Marcel},
  title   = {Template inversion attack using synthetic face images against real face recognition systems},
  journal = {IEEE Transactions on Biometrics, Behavior, and Identity Science},
  year    = {2024},
  volume  = {6},
  number  = {3},
  pages   = {374-384},
  doi     = {10.1109/TBIOM.2024.3391759}
}