The high-speed USB camera module is an easy-to-use and low-cost commercial electronic device. In order to verify its image quality, a inspection system is built. A better operating procedure is also developed by means of statistical repeated measures analysis. The inspection system can perform all test items within approximately 25 seconds per sample. The coefficient of variation(CV) which represents an indicator for measurement repeatability is about 1%. The proposed inspection system provides high throughput, in-line inspection of the image quality and proves to suite for mass production.