A static ID-photo corpus can compare per-frame visual decisions
A static ID-photo corpus can compare per-frame visual decisions, but cannot establish live auto-capture timing or jitter. Pair identical model-visible frames across candidates, freeze human-adjudicated labels separately from execution metadata, then use real phone frame sequences…