The Replay-Attack dataset consists of 1,300 videos of real and fake face samples collected from 50 subjects under different lighting conditions. All videos were generated by having a (real) customer connected to a laptop via the built-in webcam or by showing a photo or video of the same customer for at least 9 seconds.