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

Beans

Canola

Chia

Chickpeas

Corn

Flax seeds

Hemp

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Oats

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Pepper seeds

Poppy

Potato seeds

Quinoa

Rice

Sesame

Sorghum

Soy

Teff

Wheat

Lentils Analysis and Purity Test Using QM3i Analyzer

Automated digital inspection of lentil purity, 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 image-based segmentation, morphology, and color index classification.

Rice

Sorghum Analysis and Grading Using QM3i Analyzer

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

Sorghum

Millet Digital Phenotyping and Trait Analysis

Advanced millet phenotyping with grain-level morphology, 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, color index, uniformity scoring, and defect/purity screening at scale.

Quinoa

Beans Grading and Quality Analysis

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

Beans

Flax Seeds Purity and Analysis

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

Flax seeds

Teff Grain Analysis and Phenotyping

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

Teff

Green Lentils Grading and Quality Analysis

Green lentil grading with size distributions, 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 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 image-based analysis.

Oats

Paddy Rice Quality Analysis

Non-destructive paddy rice assessment using morphology, defect screening, and color index to capture visual indicators associated with milling performance and visible defects and kernel condition.

Rice

Brown Basmati Rice Grading

Brown basmati QC with per-grain length/width distributions, color index, and specification checks against long-grain criteria.

Rice

Milled Long Grain Rice Analysis

Milled long-grain rice analysis for whiteness/color index, chalkiness detection, broken kernels, and defect severity scoring using image-based analysis.

Rice

Parboiled Rice Quality Analysis

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

Rice

Forbidden Black Rice Purity Analysis

Specialty black rice purity assessment using color-based segmentation, off-type detection, and structured 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, 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 image-based analysis.

Hemp

Yellow Pea Quality and Color Grading

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

Peas

Sesame Bright: Specialized Color & Purity Grading

Bright-sesame QC using color index, off-color detection, purity screening, and severity scoring for consistent quality control.

Sesame

Brown Medium- and Short-Grain Rice Analysis

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

Rice

Red Quinoa Purity and Color Uniformity

Red quinoa QC using color index, purity screening, morphology distributions, and structured reporting for sample-to-sample uniformity comparison.

Quinoa

Potato Seeds Phenotyping and Grading

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

Potato seeds

Millet Analysis Using QM3i Analyzer

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

Millet

Hemp Hearts Analysis

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

Hemp

Chia Analysis Using QM3i Analyzer

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

Chia

Canola Analysis Using QM3i Analyzer

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

Canola

Quinoa Purity and Quality Analysis

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

Quinoa

Oat Analysis Using QM3i Analyzer

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

Oats

Barley Grading Using QM3i Analyzer

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

Barley

Pepper Seed Phenotyping and Grading

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

Pepper seeds

Corn Phenotyping and Grading Using QM3i Analyzer

High-throughput corn phenotyping and grading with AI-based morphology distributions, 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 color index, morphology distributions, defect/purity classification, and severity scoring.

Chickpeas

Pea Phenotyping and Grading Using QM3i Analyzer

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

Peas

Wheat Phenotyping and Grading Using QM3i Analyzer

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

Wheat

Soy Phenotyping and Grading Using QM3i Analyzer

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

Soy

Sesame Seed Phenotyping and Grading Using QM3i Analyzer

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

Sesame

Hemp Immature Seed Detection

Automated detection and quantification of immature hemp seeds using image-based analysis, morphology, and color index to support internal sample review and process optimization.

Hemp

Hemp Fiber Analysis: Color Characterization

Color-focused hemp fiber analysis using L*a*b* color 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 color index to measure particle size, color consistency, and contamination indicators.

Hemp

Wheat Grading Using QM3i Analyzer

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

Wheat

Wheat Quality Inspection

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

Wheat

Wheat FDK Detection: Fusarium-Damaged Kernel Analysis

Automated Fusarium-damaged kernel (FDK) screening using imaging-based morphology and color analysis to quantify FDK prevalence as a quality-control indicator.

Wheat

Wheat Crease Detection

Automated wheat crease detection using high-resolution imaging to capture visible crease geometry and kernel geometry as visual indicators associated with milling yield and variety identification.

Wheat

Teff Agronomic Decision Support

Imaging-based agronomic 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 image-based color analysis 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 validate physical sieve results.

Lentils

Peas Bleaching Assessment

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

Peas

Poppy Seed Phenotyping

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

Poppy

Poppy Seed Process Control

Poppy seed process control using 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 image-based analysis with structured sample documentation.

Poppy

Short-Grain Rice Classification and Grading

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

Rice

Sushi Rice Classification and Quality Analysis

Sushi rice classification using morphology, whiteness/color index, and uniformity scoring for internal quality control.

Rice

Sweet Rice (Glutinous Rice) Classification

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

Rice

Wild Rice Classification and Purity Analysis

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

Rice

Jasmine Rice Classification and Grading

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

Rice

Basmati Rice Classification and Comparison

Image-based measurement of per-grain length, length-to-width ratio, and color for basmati rice classification and sample comparison.

Rice

Rice Whiteness Analysis

Rice whiteness analysis using absolute L*a*b* color imaging to measure whiteness consistency and batch-to-batch variation, with color-based indicators associated with degree of milling.

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 sample.

Rice

Rice Broken-Kernel Detection

Image-based detection and measurement of broken-kernel percentage for sample comparison and quality assessment.

Rice

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