Synonyms
Face counterfeits databases; Liveness detection databases; Presentation attack databases
Definition
Datasets for the evaluation of face verification system vulnerabilities to spoofing attacks and for the evaluation of face spoofing countermeasures.
Introduction
The first public dataset for studying anti-spoofing in face recognition appeared in 2010, accompanying the work of Tan and others in [1]. In this work, the authors explore the Lambertian reflectance model to derive differences between the 2D images of the face presented during an attack and a real (3D) face, in real-access attempts. Following the trend of similar past work [2, 3], the authors focus on the binary classification task of face spoofing detection considering pictures of real accesses and attacks recorded with a conventional webcam. Anti-spoofing methods that deal with texture analysis can use the NUAA Photo Imposter Database to compare results with values published on the original work.
As demonstrated in...
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References
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Anjos, A., Chingovska, I., Marcel, S. (2015). Anti-spoofing, Face Databases. In: Li, S.Z., Jain, A.K. (eds) Encyclopedia of Biometrics. Springer, Boston, MA. https://doi.org/10.1007/978-1-4899-7488-4_9067
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DOI: https://doi.org/10.1007/978-1-4899-7488-4_9067
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