The continuous online detection system for chopped yarn uniformity utilizes machine vision principles to identify and determine the uniformity of chopped yarn particle size based on the yarn's dimensions. It samples and captures yarn particles from industrial production, photographs them, and statistically analyzes the samples to determine the percentage of particles that are too large, too small, or have a pass rate. This allows for an overall assessment of the yarn particle size and subsequent equipment adjustments to improve the pass rate.