Vibe Workflows

Corn Phenotyping and Grading Using QM3i Analyzer

Breeding & Seed Quality

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

Corn Phenotyping and Grading Using QM3i Analyzer

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, calibrated color index, defect types, and severity scores to CSV/Excel for downstream analysis and reporting.

Measured outcomes

Objective, repeatable grading and >10x throughput improvement for breeding and QC workflows, with traceable digital records per sample/lot.

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.

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Breeding & Seed Quality

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Pepper seed phenotyping with morphology distributions, calibrated color index, defect screening, and severity scoring for scalable breeding and QC.

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.

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.