Typical face presentation attack (FPA) examples Heusch et al. [71]. The top row shows the impersonation attacks: (a) print, (b) replay, (c) 3D mask, and (d) mannequin. The bottom row presents the obfuscation attacks: (e) glasses, (f) makeup, (g) tattoo, and (h) wig.