Vibe Workflows

Chickpea Digital Analysis Using QM3i Analyzer

Seed Quality & Food Science

Chickpea digital phenotyping and grading with calibrated color index, morphology distributions, defect/purity classification, and severity scoring.

Chickpea Digital Analysis Using QM3i Analyzer

Problem

Manual grading is slow and inconsistent, especially for color variation and subtle damage. Results vary across operators, making QC thresholds hard to enforce.

Vibe solution

High-throughput imaging workflow with calibrated color index + automated size/shape distributions and damage/defect classification with severity scoring. Outputs are traceable and exported to CSV/Excel.

Measured outcomes

Reproducible, data-driven grading with improved throughput and consistent reporting across facilities and seasons.

Partners

Vibe Imaging Analytics

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Seed Quality & Food Science

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

Seed Quality & Food Science

Beans Grading and Quality Analysis

Automated bean inspection for morphology distributions, calibrated color index, defect detection, and severity scoring to standardize grading.

Seed Quality & Food Science

Green Lentils Grading and Quality Analysis

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