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.

Partners

Vibe Imaging Analytics

More workflows with Vibe

Breeding & Seed Quality

Pepper Seed Phenotyping and Grading

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

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.