Genuine user
Spoof attempt
Caught by PAD
Breach (spoof accepted)
The same matching-gate mechanic as the 3D version, drawn as a flat scored lane: genuine users and forged samples (fake fingerprints, printed or masked faces, replayed scans) both fall somewhere on a 0–1 similarity scale, and this simulation streams both kinds of presentation across a live threshold line. Raise the threshold and watch spoofs bounce off but real users start getting rejected too; raise spoof sophistication and the two score bands start to overlap; toggle liveness detection (PAD) to see an independent defense catch attacks the score alone would let through. Watch the False Accept Rate, False Reject Rate and breach counter respond to every change.