Grain and seed imaging workflows for labs and industry

Explore real-world workflows where Vibe analyzers are used for purity testing, grading, defect detection, morphology, and breeding support.

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barley

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potato-seeds

quinoa

rice

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sorghum

soy

teff

wheat

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.

lentils

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.

rice

Sorghum Analysis and Grading Using QM3i Analyzer

High-throughput sorghum grading with digital phenotyping, morphology distributions, calibrated color index, and defect/purity screening.

sorghum

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.

millet

Quinoa Phenotyping and Seed Grading

Automated quinoa phenotyping for morphology distributions, calibrated color index, uniformity scoring, and defect/purity screening at scale.

quinoa

Beans Grading and Quality Analysis

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

beans

Flax Seeds Purity and Analysis

High-throughput flax analysis for purity, morphology distributions, calibrated color index, and foreign material detection with traceable reporting.

flax

Teff Grain Analysis and Phenotyping

Teff digital phenotyping at micro-grain scale with calibrated color index, purity screening, morphology distributions, and defect severity scoring.

teff

Green Lentils Grading and Quality Analysis

Green lentil grading with size distributions, calibrated color index, surface defect detection, and severity scoring for consistent market classification.

lentils

Orange/Red Lentils Purity and De-hulling Analysis

Orange/red lentil analysis with calibrated color index, un-hulled detection, purity screening, and severity scoring to optimize de-hulling and final product quality.

lentils

Oats Groats: De-hulled Grain Quality Analysis

De-hulled oat groat analysis for breakage, morphology distributions, purity signals, and defect severity scoring using calibrated imaging.

oats

Paddy Rice Quality Analysis

Non-destructive paddy rice assessment using morphology, defect screening, and calibrated color index to predict milling performance and grain health.

rice

Brown Basmati Rice Grading

Brown basmati QC with per-grain length/width distributions, calibrated color index, and compliance checks for premium long-grain standards.

rice

Milled Long Grain Rice Analysis

Milled long-grain rice analysis for whiteness/color index, chalkiness detection, broken kernels, and defect severity scoring via calibrated imaging.

rice

Parboiled Rice Quality Standards

Parboiled rice QC using calibrated color index and uniformity scoring to detect uneven processing signals batch-by-batch.

rice

Forbidden Black Rice Purity Analysis

Specialty black rice purity certification using calibrated color segmentation, off-type detection, and traceable purity reporting.

rice

Brown Long Grain Rice Analysis

Digital grading for brown long-grain rice using morphology distributions, bran-layer color index, and kernel integrity screening.

rice

Sesame Whole Seed Phenotyping and Grading

Whole sesame grading with high-density imaging for morphology distributions, calibrated color index, purity signals, and severity scoring.

sesame

Hemp Seeds Purity and Grading

Hemp seed grading for shell integrity, morphology distributions, purity screening, and defect severity scoring using calibrated imaging.

hemp

Yellow Pea Quality and Color Grading

Yellow pea grading using calibrated color index, split/break detection, morphology distributions, and defect severity scoring.

pea

Sesame Bright: Specialized Color & Purity Grading

Premium bright-sesame QC using calibrated color index, off-color detection, purity screening, and severity scoring for export-grade certification.

sesame

Brown Medium & Short Grain Analysis

Medium/short grain brown rice analysis using thickness, sphericity, morphology distributions, and calibrated color index for standardized classification.

rice

Red Quinoa Purity and Color Uniformity

Red quinoa QC using calibrated color index, purity screening, morphology distributions, and traceable reporting for premium uniformity control.

quinoa

Potato Seeds Phenotyping and Grading

True potato seed phenotyping with morphology distributions, calibrated color index, defect/purity screening, and severity scoring for reproducible grading.

potato-seeds

Millet Analysis Using QM3i Analyzer

Millet characterization with morphology distributions, calibrated color index, purity screening, phenotyping outputs, and defect severity scoring.

millet

Hemp Hearts Analysis

Hemp seed/hearts QC using morphology distributions, calibrated color index, purity screening, and defect severity scoring at high throughput.

hemp

Chia Analysis Using QM3i Analyzer

Chia analysis for morphology distributions, purity screening, calibrated color index, and defect severity scoring with traceable exports.

chia

Canola Analysis Using QM3i Analyzer

Canola characterization using morphology distributions, purity screening, defect severity scoring, and calibrated color index for repeatable QC and research.

canola

Quinoa Purity and Quality Analysis

Quinoa quality analysis for purity, calibrated color index, morphology distributions, and defect screening with traceable digital reporting.

quinoa

Oat Analysis Using QM3i Analyzer

Oat imaging workflow for phenotyping and QC with morphology distributions, calibrated color index, purity screening, and traceable exports.

oats

Barley Grading Using QM3i Analyzer

Barley grading with plumpness and size distributions, calibrated color index, defect/purity screening, and severity scoring for standardized QC.

barley

Pepper Seed Phenotyping and Grading

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

pepper

Corn Phenotyping and Grading Using QM3i Analyzer

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

Chickpea Digital Analysis Using QM3i Analyzer

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

chickpea

Pea Phenotyping and Grading Using QM3i Analyzer

Rapid pea phenotyping and grading using morphology distributions, calibrated color index, defect detection, and severity scoring with traceable exports.

pea

Wheat Phenotyping and Grading Using QM3i Analyzer

Wheat phenotyping and grading using morphology distributions, calibrated color index, damage/defect classification, severity scoring, and traceable reporting.

wheat

Soy Phenotyping and Grading Using QM3i Analyzer

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

soy

Sesame Seed Phenotyping and Grading Using QM3i Analyzer

Sesame phenotyping and grading using calibrated color index, morphology distributions, purity screening, defect detection, and severity scoring with traceable exports.

sesame

Hemp Immature Seed Detection

Automated detection and quantification of immature hemp seeds using calibrated imaging, morphology, and color index to support lot acceptance and process optimization.

hemp

Hemp Fiber Analysis: Color Characterization

Color-focused hemp fiber analysis using calibrated L*a*b* imaging to quantify fiber color consistency, off-color rates, and batch-to-batch variation.

hemp

Hemp Hurd Analysis: Size and Color Metrics

Hemp hurd characterization using morphology distributions and calibrated color index to measure particle size, color consistency, and contamination indicators.

hemp

Wheat Grading Using QM3i Analyzer

Standardized wheat grading using morphology distributions, calibrated color index, and defect severity scoring for consistent lot classification.

wheat

Wheat Quality Inspection

Comprehensive wheat quality inspection using morphology, calibrated color, defect classification, and severity scoring for research and commercial QC.

wheat

Wheat FDK Detection: Fusarium-Damaged Kernel Analysis

Automated Fusarium-damaged kernel (FDK) detection using imaging-based morphology and color analysis to quantify damage rates and support food safety decisions.

wheat

Wheat Crease Detection

Automated wheat crease detection using high-resolution imaging to quantify crease depth and kernel geometry as a milling yield and variety indicator.

wheat

Teff Agronomical Decision Support

Imaging-based agronomical decision support for teff - measuring morphological traits and color metrics to assist variety selection, planting decisions, and field management.

teff

Lentils Red Removal: Color-Based Separation

Color-based red lentil removal using calibrated imaging to detect and quantify red/off-color grains in green or mixed lentil lots for purity improvement.

lentils

Lentils Sieving and Size Classification

Digital sieving and size classification for lentil samples using morphology distributions and automated size-band analysis to replace or validate physical sieve results.

lentils

Peas Bleaching Assessment

Quantitative bleaching assessment for peas using calibrated color index and yellow index to measure bleach uniformity, over-bleaching, and batch-to-batch consistency.

pea

Poppy Seed Phenotyping

Poppy seed phenotyping using morphology distributions, calibrated color index, and defect screening to support breeding selection and variety characterization.

poppy

Poppy Seed Process Control

Poppy seed process control using calibrated color index, morphology distributions, and defect scoring to monitor and stabilize production quality batch by batch.

poppy

Poppy Seed Purity Analysis

Automated purity analysis for poppy seeds detecting foreign material, off-types, and defects using calibrated imaging with traceable lot documentation.

poppy

Short Rice Classification and Grading

Short rice classification using morphology (length/width ratio, thickness), calibrated color index, and defect screening for standardized lot grading.

rice

Sushi Rice Classification and Quality Analysis

Sushi rice classification using morphology, stickiness-related shape indicators, calibrated whiteness/color index, and uniformity scoring for premium QC.

rice

Sweet Rice (Glutinous Rice) Classification

Sweet/glutinous rice classification using morphology, translucency/opacity indicators, and calibrated color index for consistent specialty grade enforcement.

rice

Wild Rice Classification and Purity Analysis

Wild rice classification and purity analysis using morphology, calibrated color index, and off-type detection for specialty market compliance.

rice

Jasmine Rice Classification and Grading

Jasmine rice classification using per-grain length/width distributions, calibrated color/whiteness index, and aroma-variety off-type detection.

rice

Basmati Rice Classification and Premium Grading

Basmati rice classification using per-grain length, length/width ratio, calibrated color index, and premium-grade specification compliance checks.

rice

Rice Whiteness Analysis

Calibrated rice whiteness analysis using absolute L*a*b* color imaging to measure whiteness consistency, degree of milling, and batch-to-batch variation.

rice

Rice Chalky Kernel Detection

Automated chalky rice kernel detection using imaging-based translucency and color analysis to quantify chalkiness percentage and distribution across the lot.

rice

Rice Broken Grain Detection

Automated broken rice grain detection and percentage measurement using morphology imaging for export grade compliance.

rice

Want to see a workflow live on your samples?

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