Vibe Workflows
Millet Analysis Using QM3i Analyzer
Grain Quality & Research
Millet characterization with morphology distributions, calibrated color index, purity screening, phenotyping outputs, and defect severity scoring.
Problem
Small grains demand consistent imaging and measurement pipelines; manual inspection amplifies bias and misses low-prevalence defects.
Vibe solution
High-density imaging + automated metrics export for distributions, calibrated color index, and purity/defect indicators with severity scoring and traceable reports.
Measured outcomes
Faster analysis and standardized millet reporting across sites, seasons, and research programs.
Partners
Vibe Imaging Analytics
