Figure 2
A technical flowchart detailing the Master Face Generation Phase and the Attacking Phase across multiple 2D and 3D face recognition models e.g., FaceNet, IResnet100 using datasets like BU-3DFE and Texas3D.

Master face attack scenarios. Master faces were created during the generation phase on a fixed dataset and FR systems and then used for attacking. A combination of 3 test datasets (further divided into dev and eval sets) and 4 FR pairs resulted in a total of 12 attack settings, categorized as white/gray/black-box attacks depending on the extent of overlap with the generation phase.

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