Vibe Workflows

Soy Phenotyping and Grading Using QM3i Analyzer

Seed Quality & Grading

Soybean grading with morphology distributions, calibrated color index, defect screening, severity scoring, and traceable exports at high throughput.

Soy Phenotyping and Grading Using QM3i Analyzer

Problem

Manual grading is slow and subjective across lots and seasons, especially for subtle damage, color drift, and uniformity scoring.

Vibe solution

Automated imaging pipeline exporting size/shape distributions, calibrated color index metrics, defect indicators, and severity scores with traceable reporting for QC baselines.

Measured outcomes

Consistent grading and audit-ready reporting at high throughput, enabling reliable supplier comparisons and season-over-season monitoring.

Partners

Vibe Imaging Analytics

More workflows with Vibe

Seed Quality & Food Science

Lentils Analysis and Purity Test Using QM3i Analyzer

Automated digital inspection of lentil purity, calibrated color index, morphology distributions, and defect severity scoring using the QM3i Analyzer.

Food Science & Quality Control

Mixed Rice Ratio Analysis: Basmati, Brown, Red and Wild

Quantify mix ratios and composition in mixed rice using calibrated imaging, segmentation, morphology, and color index classification.

Breeding & Grain Quality

Sorghum Analysis and Grading Using QM3i Analyzer

High-throughput sorghum grading with digital phenotyping, morphology distributions, calibrated color index, and defect/purity screening.