Abstract: Highlights•An in-depth discussion and analysis of biometric system attacks are provided.•The prerequisite knowledge required by the adversary to initiate these attacks is given.•Most recent state-of-the-art protection mechanisms against the attacks are covered.•Different countermeasures are also investigated and suggested.•The efficacy of the protection mechanisms is evaluated based on EER performance analysis.
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