Corn Phenotyping and Grading Using QM3i Analyzer
High-throughput corn phenotyping and grading with AI-based morphology distributions, color index, damage detection, and defect severity scoring using QM3i Analyzer technology.

Problem
Manual inspection is labor-intensive and subjective for capturing fine morphology and color variation. It struggles to produce reproducible distributions and consistent damage scoring across large breeding pipelines.
Vibe solution
Automated imaging + AI segmentation/classification, exporting per-kernel morphology metrics, color index, defect types, and severity scores to CSV/Excel for downstream analysis and reporting.
Measured outcomes
Consistent, repeatable grading and substantially higher processing capacity for breeding and QC workflows, with structured digital records per sample.
This workflow is part of Vibe's Corn analysis & imaging workflows Visit the crop page for the full set of measurements, traits, varieties, and related analysis methods.



