Count what's already arranged in front of the camera

Not every count needs a moving line

A lot of counting happens on parts that are already stationary — a stack of piston rings staged before assembly, a tray of vials pulled for batch reconciliation, a pallet sitting at the dock waiting on dispatch. There's no belt and no fall path, just a fixed arrangement that needs an exact number.

A single overhead or angled capture is enough: the model separates touching or stacked units, counts them, and checks the total against what the job requires — flagging a short stack or a missing unit before it moves on.