Image analysis tools were developed to measure biomass concentration, aggregate size and distribution, and pigmentation from anthocyanin-producing cell suspension cultures of ohelo (Vaccinium pahalae). The ex situ imaging system could image cell aggregates from 30 gm to 2 mm in diameter. The image analysis algorithm was based on extracted geometric features and morphological methods for biomass volume estimates, and hue, saturation, and intensity color characteristics for pigmentation estimates. Detailed information available from sampled cell culture images was validated by comparison to standard destructive manual measurements. Image analysis measurements revealed that pigment accumulation was negatively correlated with aggregate size. Although a substantial proportion of small aggregates remained colorless, the highlypigmented small aggregates, 18 to 238 gm in breadth, contributed over 70% of the culture anthocyanin production (mg L 1), despite their minor contribution to the overall biomass. The relative frequency of pigmented aggregates was higher in large-size aggregate classes; however, the pigmented sectors were mostly confined to only the periphery of the aggregates. As a result, large aggregate classes had only a minor contribution to overall culture anthocyanin yield.