Computer vision in fresh produce quality control involves using cameras or sensors to capture images of produce, with algorithms analyzing attributes like color, texture, and shape to identify deviations from desired quality standards. This technology is vital as it accelerates inspections, reduces human error, and ensures objectivity in assessments, ultimately guaranteeing the quality of produce for consumers.