For beauty devices supplied to major Japanese cosmetics companies, high-precision detection of micro-scratches, unevenness, and foreign particles was essential. Manual inspection suffered from large judgment variance and rising labor costs. Continuous improvement across multiple product generations was also required.
For beauty devices supplied to major Japanese cosmetics companies, high-precision detection of micro-scratches, unevenness, and foreign particles was essential. Manual inspection suffered from large judgment variance and rising labor costs. Continuous improvement across multiple product generations was also required.
Based on RK3288+AR0230, CSUN iteratively improved image processing algorithms and hardware across 4 generations. Combining optimized lighting, image pre-processing pipelines, and proprietary defect judgment logic, we achieved high-speed, high-precision automated inspection.
Across 4 generations of development, 20,000 units shipped for major Japanese cosmetics companies. Judgment accuracy and processing speed improved with each generation, contributing to enhanced product quality and brand protection for the customer.
