digital image analysis aided Adulteration Detection Data Set for turmeric powder adulterated with flour
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资源简介:
Adulteration Detection of Turmeric Powder with Wheat Flour
1. About Turmeric Powder
Turmeric powder (Curcuma longa L.) is a widely used spice known for its flavor, color, and medicinal properties. It contains:
Dietary fiber
Vitamins: C, B6, K
Minerals: iron, potassium, manganese
Bioactive compound: curcumin, responsible for its yellow color and health-promoting effects
2. Adulteration Issue
Common adulterant: Wheat flour
Impact: Reduces purity, dilutes curcumin content, and lowers nutritional value. May also cause digestive issues in gluten-sensitive individuals.
Challenge: Adulterated turmeric powder appears similar to pure turmeric powder; visual detection is difficult.
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3. Detection Methodology
3.1 Dataset Creation
Samples: Pure and adulterated turmeric powder with wheat flour at varying proportions.
Labeling: Conducted by experts for ground truth reference.
3.2 Image Preprocessing
Grayscale conversion
RGB and HSV analysis
Median smoothing
Adaptive thresholding
Edge detection
These enhance subtle differences between pure turmeric and adulterated samples.
3.3 Feature Extraction
Texture: Smoothness variations due to fine flour particles
Color: Wheat flour lightens the natural yellow hue of turmeric
Surface patterns: Subtle granule distribution changes
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4. Sample Preparation
Turmeric rhizomes: Collected from Maliha, Malda, West Bengal, India
Moisture content after drying: 4–5% (dry weight basis)
Ash content of turmeric powder: typically ranges from 5–8%
Grinding: Mixer grinder (500 W, 0.5 L jar, hybrid motor, 18,000 rpm, 9 min total → 3 × 3 min cycles)
Sieving: Passed through 60-mesh sieve → undersized fraction used as pure turmeric powder
Wheat flour (adulterant): Collected from a local mill
Cleaned and oven-dried at 50 °C for 4 h
Passed through a 60-mesh sieve for uniform particle size
Mixtures prepared:
0% (pure turmeric), 5%,10%,15%, 20%, 25%,30%,35%, 40%, 45%,50%, and 100% wheat flour by weight
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5. Image Acquisition
Sample setup:
24sets of samples prepared:
Pure turmeric (100%)
Pure wheat flour (100%)
Adulterated turmeric samples (5–50% wheat flour by weight, at 10% intervals)
White A4 sheet (210 × 297 mm, 80 gsm) divided into 20 equal cells
Thin layer of sample spread evenly in each cell
Total images: 24 × 20 = 480 images
Camera specifications:
Device: Redmi 12 5G smartphone
OS: Android 12
Processor: Octa-core MediaTek Helio P35
Camera:
Rear: 50 MP f/1.8 (wide), 2 MP f/2.4 (depth)
Front: 8 MP f/2.0
Sensor size: 1/3.06", 1.12 µm
Lighting: Natural, no flash
Lens-to-sample distance: 15 cm
创建时间:
2025-09-15



