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Sorghum Analysis and Grading Using QM3i Analyzer

Breeding & Grain Quality
High-throughput sorghum grading with digital phenotyping, morphology distributions, calibrated color index, and defect/purity screening.
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Sorghum Analysis and Grading Using QM3i Analyzer
Problem

Manual grading is inconsistent and can miss subtle trait shifts across lots and seasons. Small changes in color, size distribution, or damage prevalence can be masked by operator bias and limited sampling.

Vibe solution

Automated imaging workflow capturing morphology distributions (size/shape), calibrated color index, purity signals, and defect severity scores. Standardized exports enable fast comparisons across trials, locations, and harvest years.

Measured outcomes

Standardized digital grading, faster batch-to-batch comparisons, and stronger phenotyping signal for breeding selection and grain QC.

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Lentils Analysis and Purity Test Using QM3i Analyzer
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.

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

Millet Digital Phenotyping and Trait Analysis
Breeding & Research
Millet Digital Phenotyping and Trait Analysis

Advanced millet phenotyping with grain-level morphology, calibrated color index, trait distributions, and automated severity scoring for defects and off-types.