Machine-vision particle detection

Standalone machine-vision systems that inspect every filled vial, ampoule, syringe and cartridge for visible particulates, fill-level deviations, cosmetic glass defects and seal failures at line speed — a dedicated equipment category built around high-resolution cameras, multi-angle lighting and, increasingly, deep-learning defect classification under EU GMP Annex 1 and 21 CFR Part 11.