Head poses and grimaces: Challenges for automated face identification algorithms?

•The performance of identification algorithms is susceptible to many factors.•Head rotation beyond a 15-degree angle pose challenges to automated systems.•An upward tilt of 10° and higher leads to a notable degradation in performance.•Only a smiling face produced consistently positive log-likelihood...

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