Table 7.
Class | Product | Application | Method | Wavelength (nm) | Ref. |
---|---|---|---|---|---|
Fruit | Apple | Bruise detection | Hyper. line scan | 400–2500, 1000–2500 |
[78,180] |
Apple | Bruise detection timing | Hyper. line scan | 400–2500 | [181] | |
Apple | Bruise detection | Multi. area scan | 740, 950 | [162] | |
Apple | Bruise and faeces detection | Multi. line scan | 530, 665, 750, 800 | [182] | |
Apple | Firmness evaluation | Multi. area scan | 680, 880, 905, 940 | [169] | |
Citrus | Canker detection | Multi. area scan | 730, 830 | [172] | |
Peach | Firmness evaluation | Hyper. line scan | 500–1000 | [183] | |
Peach | Maturity evaluation | Multi. area scan | 450, 675, 800 | [164] | |
Cantaloupe | Faeces detection | Hyper. line scan | 425–774 | [184] | |
Blueberry | Firmness evaluation, soluble solid content detection | Hyper. line scan | 400–1000 | [177,185] | |
Strawberry | Maturity evaluation | Hyper. line scan | 380–1030 874–1734 |
[165] | |
Cherry | Pit detection | Hyper. line scan | 450–1000 | [186] | |
Grape | Quality evaluation | Hyper. line scan | 400–1000 | [170] | |
Banana | Maturity evaluation | Hyper. area scan | 500–700 | [168] | |
Tomato | Maturity evaluation | Hyper. line scan | 396–736 | [166] | |
Tomato | Maturity evaluation | Multi. area scan | 530, 595, 630, 850 | [167] | |
Cucumber | Chilling injury detection | Hyper. line scan | 447–951 | [187] | |
Vegetable | Freeze-dried broccoli | Glucosinolate detection | Hyper. line scan | 400–1700 | [188] |
Potato | Cooking time prediction | Hyper. line scan | 400–1000 | [189] | |
Onion | Sour skin disease detection | Hyper. area scan | 950–1650 | [173] | |
Mushroom | Bruise detection | Hyper. line scan | 400–1000 | [163] | |
Grain | Rice plant | Nitrogen content detection | Hyper. line scan | 400–1000 | [190,191] |
Thai jasmine rice | Rice variety identification | Multi. area scan | 545, 575 | [192] | |
Wheat | Fungus detection | Hyper. area scan | 1000-1600 | [193] | |
Wheat | Damage detection | Hyper. line scan | 1000–2500 | [194] | |
Peanut | Tomato spot wilt disease detection | Multi. Area scan | 475, 560, 668, 717, 840 | [195] | |
Corn | Oil and oleic acid content detection | Hyper. area scan | 950-1700 | [196] | |
Corn | Aflatoxin detection | Hyper. line scan | 400–600 | [197] | |
Meat | Chicken | Skin tumour detection | Hyper. line scan | 420–850 | [174] |
Chicken | Heart disease detection | Multi. area scan | 495, 535, 585, 605 | [198] | |
Chicken | Faeces detection | Multi. area scan | 520, 560 | [199] | |
Chicken | Wholesomeness inspection | Multi. line scan | 580, 620 | [200] | |
Beef | Tenderness evaluation | Hyper. line scan | 400–1000 | [201] | |
Beef | Microbial spoilage detection | Hyper. line scan | 400–1100 | [202] | |
Lamb | Lamb variety identification | Hyper. line scan | 900–1700 | [203] | |
Pork meat | E. coli detection | Hyper. line scan | 470–960 | [204] | |
Pork meat | Quality inspection | Hyper. line scan | 900–1700 | [205] | |
Fish | Moisture and fat content detection | Hyper. line scan | 460–1040 | [206] | |
Fish | Ridge detection | Hyper. line scan | 400–1000 | [207] | |
Salmon | Microbial spoilage detection | Hyper. line scan | 400–1000 880–1720 |
[208] | |
Dehydrated prawn | Moisture content detection | Hyper. line scan | 380–1100 | [209] | |
Prawn | Adulteration detection | Hyper. line scan | 380–1030 900–1700 |
[210] | |
Dairy | Milk powder | Melamine detection | Hyper. line scan | 990–1700 | [211] |
Milk | Fat content detection | Hyper. line scan | 530–900 | [178] | |
Milk | Melamine detection | Hyper. point scan | 4–98 µm | [212] | |
Oil | Olive oil | Free acidity, peroxide and moisture content detection | Hyper. line scan | 900–1700 | [179] |
Beverage | Tea | Quality inspection | Hyper. line scan | 408–1117 | [171] |
Tea | Moisture content detection | Hyper. line scan | 874–1734 | [213] | |
Tea | Tea variety identification | Multi. area scan | 580, 680, 800 | [214] | |
Farm and Plantation | Tea bush | Tea variety, growth status and disease identification | Hyper. area scan | 325–1075 | [175] |
Coffee crop | Detection of disease/infection | Hyper. area scan | 440–850 | [176] | |
Coffee plantation | Monitoring chlorophyll content | Multi. area scan | 490–2190 | [215] |
Note: Hyper. = hyperspectral, multi. = multispectral.