Table 2.
White Meat | Module | Quality Parameters | Accuracy | Reference |
---|---|---|---|---|
Fish | MSI | TVB-N, PPC |
R2p = 0.862 for TVB-N, R2p = 0.921 for PPC |
Khoshnoudi-Nia and Moosavi-Nasab [39], Khoshnoudi-Nia and Moosavi-Nasab [40] |
Fish | MSI | TVC | R2 = 0.62 | Govari, et al. [41] |
Fish | MSI | TVC | R2 = 0.683 | Fengou, et al. [42] |
Fish | MSI | Astaxanthin concentration | R2 = 0.86 | Dissing, et al. [43] |
Fish | MSI | TVB-N, TBARS, K |
R2p = 0.922 for TVB-N, R2p = 0.867 for TBARS, R2p = 0.936 for K |
Cheng, et al. [44] |
Fish | MSI | A ‘standard freshness index’ of K | R2 = 0.94, | Omwange, et al. [45] |
Fish | Fluorescence spectroscopy | A ‘standard freshness index’ of K | R2 = 0.92 | Omwange, et al. [46] |
Fish | Fluorescence spectroscopy | A ‘standard freshness index’ of K | R2 = 0.95 | Liao, et al. [47] |
Fish | Fluorescence spectroscopy | AEC; NADH |
R2 = 0.90 for AEC, R2 = 0.85 for NADH |
Rahman, et al. [48] |
Fish | Fluorescence spectroscopy | NADH | 90.5% | Hassoun and Karoui [49] |
Fish | RGB imaging | Classification performance | 99.5% | Park, et al. [50] |
Fish | RGB imaging | Astaxanthin concentration | R2 = 0.66 | Dissing et al. [43] |
Fish | RGB imaging | Freshness of tuna meat cuts | 86.67% | Lugatiman, et al. [51] |
Fish | RGB imaging | The main color of the sample | 75% | Mateo, et al. [52] |
Fish | RGB imaging | Texture features | 86.3% | Gu, et al. [53] |
Fish | RGB imaging | Color of Salmon Fillets | R = 0.95 | Quevedo, et al. [54] |
Fish | RGB imaging | Gill and eye color changes in the sparus aurata | R2 = 0.994 | Dowlati, et al. [55] |
Fish | RGB imaging | Body color of carp | 94.97% | Taheri-Garavand, et al. [56] |
Fish | RGB imaging | Freshness | 98.2% | Rocculi, et al. [57] |
Shrimp | Fluorescence spectroscopy | 4-hexylresorcinol | 81.6% | Jonker and Dekker [58] |
Shrimp | Fluorescence spectroscopy | K, pH | R2 = 0.80 | Rahman, et al. [59] |
Shrimp | RGB imaging | pH | 100% | Witjaksono, et al. [60] |
Shrimp | RGB imaging | Identification accuracy of the proposed ShrimpNet for shrimp | 95.48% | Hu, et al. [61] |
Shrimp | RGB imaging | Shrimp dehydration levels | R = 0.86 | Mohebbi, et al. [62] |
Shrimp | RGB imaging | Color changes in the head, legs and tail of pacific white shrimp (litopenaeus vannamei) | 90% | Ghasemi-Varnamkhasti, et al. [63] |
Chicken | Fluorescence spectroscopy | Hydroxyproline concentration | R2 = 0.82 | Monago-Maraña, et al. [64] |
Chicken | MSI | Skin tumors | 86% | Chao, et al. [65] |
Chicken | MSI | TVC | 90.4% | Spyrelli, et al. [66] |
Chicken | MSI | pork-chicken adulteration | 90.00% for fresh samples, 86.67% for frozen-thawed samples | Fengou, et al. [67] |
Chicken | MSI | Sepsis in chickens | 98.6% for septic chickens, 96.3% for healthy chickens |
Yang, et al. [68] |
Chicken | MSI | Contamination detection | 96% | Park, et al. [69] |
Chicken | MSI | Chicken heart disease characterization | 100% | Chao, et al. [70] |
Chicken | MSI; Fluorescence spectroscopy |
Contamination detection | 92.5% | Seo, et al. [71] |
Chicken | Fluorescence spectroscopy | Lipid oxidation | R = 0.73 | Gatellier, et al. [72] |
Chicken | Fluorescence spectroscopy | P. aeruginosa concentration | 96% | Abdel-Salam, et al. [73] |
Chicken | Fluorescence spectroscopy | chicken meat tenderness | R = 0.870 | Yu, et al. [74] |
Chicken | Fluorescence spectroscopy | Contamination detection | 96.6% | Cho, et al. [75] |
Chicken | Fluorescence spectroscopy | Measurement of lipid oxidation | 98% | Wold and Kvaal [76] |
Chicken | RGB imaging | Avian flu infected chickens | 97.43% | Cuan, et al. [77] |
Chicken | RGB im-aging | Color | 94% | Yumono, et al. [78] |
Chicken | RGB im-aging | Freshness | R = 0.987 | Taheri-Garavand, et al. [79] |
Duck | Fluorescence spectroscopy | Gentamicin Residual in Duck Meat | R = 0.996 | Wang, et al. [80] |
Duck | Fluorescence spectroscopy | Doxycycline content in duck meat | R = 0.998 | Wang, et al. [81] |
Duck | Fluorescence spectroscopy | Carbaryl residue in duck meat | R = 0.976 | Xiao et al. [10] |
Duck | Fluorescence spectroscopy | Tetracycline content | R = 0.952 | Zhao, et al. [82] |
Duck | Fluorescence spectroscopy | Triazophos content | R2p = 0.974, | Zhao, et al. [83] |
Duck | Fluorescence spectroscopy | Neomycin residue | R = 0.999 | Jiang, et al. [84] |
Duck | Fluorescence spectroscopy | Carbofuran residue | R2p = 0.999 | XIAO, et al. [85] |
TVB-N––total volatile basic nitrogen; PPC—Psycho-trophic Plate Count; TVC—total viable count; LDA—Linear Discriminant Analysis; MD—Mahalanobis distance; PCA—Principal component analysis; m—mean; TBARS—Thio-barbituric acid reactive substances; AEC—adenylate energy charge; NAD and NADH—nicotinamide adenine dinucleotide; CFU—colony-forming units; TBARS—thio-barbituric acid reactive substances.