Vibe Workflows

Soy Phenotyping and Grading Using QM3i Analyzer

Seed Quality & Grading

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

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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, color index metrics, defect indicators, and severity scores with structured reporting for QC baselines.

Measured outcomes

Consistent grading and structured digital reporting at high throughput, enabling consistent supplier comparisons and season-over-season monitoring.

This workflow is part of Vibe's Soy analysis & imaging workflows Visit the crop page for the full set of measurements, traits, varieties, and related analysis methods.

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

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

Quantify mix ratios and composition in mixed rice using image-based 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, color index, and defect/purity screening.