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A skillful attacker may gather any person's biometric samples and can produce forged biometrics.
Quality assessment of biometric samples is an important challenge for the biometrics research community.
Protecting the privacy of biometric samples has become an active area of research in biometrics.
They include the power to detain somebody, to take their mobile phone and laptop and download all the information on it, and to take biometric samples, all without reasonable suspicion.
"In our view, the … more intrusive powers [such as detention, strip-searching, searching the contents of personal electronic devices, the taking of biometric samples, seizure and retention of property] should be exercisable only if the examining officer reasonably suspects that the person is or has been involved in terrorism".
Poor biometric samples increase the enrollment failure and decrease the system performance.
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In this paper, we review a ten-year biometric sampling effort that enabled the creation of several key biometrics challenge problems.
Stealing a password or a key is relatively easier than copying a biometric sample because a biometric sample is a part of the subject who uses it.
Hence, orientation information can provide a good indication of the quality of a biometric sample.
These factors have varying degrees of adversarial effect on the performance of a captured biometric sample.
Hence, such quality metrics may not sufficiently measure the quality of the face biometric sample.
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