Vibe Workflows
Wheat Grading Using QM3i Analyzer
Breeding & Quality Control
Standardized wheat grading using morphology distributions, calibrated color index, and defect severity scoring for consistent lot classification.

Problem
Manual grading introduces operator variability and prevents consistent lot-to-lot comparisons across sites and seasons.
Vibe solution
Automated imaging workflow exporting size/shape distributions, calibrated color index, and grading indicators with traceable outputs for QC baselines.
Measured outcomes
Repeatable, data-driven grading decisions with audit-ready reporting and improved batch-to-batch comparability.
Partners
Vibe Imaging Analytics
