Description of the kinetic enzymatic browning in banana (Musa cavendish) slices using non-uniform color information from digital images

A novel methodology “fractal browning indicator” (FBI) is presented, that describes the enzymatic browning kinetic based on the use of irregular color patterns from banana slice images. It uses the fractal Fourier texture image value in a selected area, to calculate a fractal dimension (FD), which represents the complexity of color distribution. During the procedure, colors from digital images were first transformed to L*a*b* space color using a transformation function (quadratic model), in order to derivate three color channels, lightness (L*), redness (a*), and yellowness (b*). In the results, lightness and yellowness parameters decreased during the browning kinetic, when their respective FD values increased, indicating major color distribution complexity in a selected area analyzed during the kinetic. The redness color (a*) did not show any statistical variation. The empirical power law model was suitable to correlate enzymatic browning kinetic data both for FBI and for the traditional method (when an L* mean was used). However, enzymatic browning rates using the FBI method, were between 8.5 and 35 times higher than rates calculated with the traditional method.

[1]  V. Kahn,et al.  Browning Potential, PPO, Catalase and Acid Phosphatase Activities during Ripening of Non‐chilled and Chilled Avocado , 1979 .

[2]  Franco Pedreschi,et al.  Color of Salmon Fillets By Computer Vision and Sensory Panel , 2010 .

[3]  M. Peleg,et al.  A model of non-isothermal degradation of nutrients, pigments and enzymes , 2004 .

[4]  Ron B. H. Wills,et al.  Inhibition of browning on the surface of apple slices by short term exposure to nitric oxide (NO) gas , 2006 .

[5]  Y. Kashimura,et al.  Effects of Polyphenol Content and Polyphenoloxidase Activity on Browning Reaction of Apple Fruits. , 1998 .

[6]  F. Mendoza,et al.  Determination of senescent spotting in banana (Musa cavendish) using fractal texture Fourier image , 2008 .

[7]  M. Peleg,et al.  Prediction of vitamins loss during non-isothermal heat processes and storage with non-linear kinetic models , 2006 .

[8]  A. Versari,et al.  Preliminary Study on Glucose Oxidase–Catalase Enzyme System to Control the Browning of Apple and Pear Purées , 2002 .

[9]  José Miguel Aguilera,et al.  Description of food surfaces and microstructural changes using fractal image texture analysis , 2002 .

[10]  M. Amiot,et al.  Enzymatic browning reactions in apple and apple products. , 1994, Critical reviews in food science and nutrition.

[11]  Domingo Mery,et al.  Color kinetics and acrylamide formation in NaCl soaked potato chips , 2007 .

[12]  R. Pedreschi,et al.  Color development and acrylamide content of pre-dried potato chips , 2007 .

[13]  L. Vámos-Vigyázó Prevention of Enzymatic Browning in Fruits and Vegetables: A Review of Principles and Practice , 1995 .

[14]  G. Barbosa‐Cánovas,et al.  Inhibition of Apple-Slice Browning by 4-Hexylresorcinol , 1995 .

[15]  Francis Butler,et al.  Fractal texture analysis of bread crumb digital images , 2008 .

[16]  G. A. Spanos,et al.  Processing and Storage Influences on the Chemical Composition and Quality of Apple, Pear, and Grape Juice Concentrates , 1989 .

[17]  Benoit B. Mandelbrot,et al.  Fractal Geometry of Nature , 1984 .

[18]  Ú. Gonzales-Barrón,et al.  Prediction of panellists’ perception of bread crumb appearance using fractal and visual textural features , 2008 .

[19]  G. M. Sapers,et al.  Comparison of Erythorbic and Ascorbic Acids as Inhibitors of Enzymatic Browning in Apple , 1987 .

[20]  N. M. El-Shimi Control of enzymatic browning in apple slices by using ascorbic acid under different conditions , 1993, Plant foods for human nutrition.

[21]  Murat O. Balaban,et al.  Machine Vision Analysis of Antibrowning Potency for Oxalic Acid: A Comparative Investigation on Banana and Apple , 2006 .

[22]  Haoru Tang,et al.  Phenol induced browning and establishment of shoot-tip expiants of 'Fuji' apple and 'Jinhua' pear cultured in vitro , 1994 .

[23]  Da-Wen Sun,et al.  Recent developments in the applications of image processing techniques for food quality evaluation , 2004 .

[24]  G. Barbosa‐Cánovas,et al.  Enzymatic browning and its inhibition in new apple cultivars slices using 4-hexylresorcinol in combination with ascorbic acid / Pardeamiento enzimático y su inhibición en rodajas de manzanas de nuevas variedades utilizando 4-hexilresorcinol en combinación con ácido ascórbico , 1997 .

[25]  N. Haard,et al.  Changes in polyphenolics on ripening of selected pear varieties , 1971 .

[26]  J. Nicolas,et al.  Phenolic Composition and Browning Susceptibility of Various Apple Cultivars at Maturity , 1992 .

[27]  Kil Jin Kang,et al.  Inhibition of Enzymatic Browning in Paeoniae radix rubra by Citric Acid , 2004 .

[28]  O. Martín‐Belloso,et al.  Kinetics of polyphenol oxidase activity inhibition and browning of avocado purée preserved by combined methods , 2002 .

[29]  Gerald M. Sapers,et al.  Measurement of Enzymatic Browning at Cut Surfaces and in Juice of Raw Apple and Pear Fruits , 1987 .

[30]  A. Baiano,et al.  Prevention of enzymatic browning in sliced potatoes by blanching in boiling saline solutions , 2003 .

[31]  K.L. Chan,et al.  Quantitative characterization of electron micrograph image using fractal feature , 1995, IEEE Transactions on Biomedical Engineering.

[32]  H. Hosoda,et al.  Inhibitory Effect of Sulfides on Browning of Apple Slice , 2005 .

[33]  Hao Feng,et al.  Efficacy of sodium chlorite as an inhibitor of enzymatic browning in apple slices , 2007 .

[34]  D. Mery,et al.  Color measurement in L ¿ a ¿ b ¿ units from RGB digital images , 2006 .

[35]  J. Usall,et al.  Specific roles of enzymatic browning and lignification in apple disease resistance , 2005 .

[36]  J. E. Lozano,et al.  Enzymatic Browning in Apple Pulps , 1994 .

[37]  Olga Martín-Belloso,et al.  Influence of Maturity at Processing on Quality Attributes of Fresh‐cut Conference Pears , 2006 .

[38]  Diane M. Barrett,et al.  Enzymatic Browning Inhibited in Fresh and Dried Apple Rings by Pineapple Juice , 1993 .

[39]  直樹 桜井,et al.  無袋リンゴ「ふじ」果実の臭化メチル処理が内部褐変の発生、果肉硬度、果肉の弾性に及ぼす影響 , 2003 .

[40]  W. S. Otwell,et al.  Inhibition of enzymatic browning in foods and beverages. , 1992, Critical reviews in food science and nutrition.

[41]  Da-Wen Sun,et al.  Recent applications of image texture for evaluation of food qualities—a review , 2006 .

[42]  M. Amiot,et al.  Identification of Some Phenolics in Pear Fruit , 1994 .

[43]  M. Amiot,et al.  Influence of Cultivar, Maturity Stage, and Storage Conditions on Phenolic Composition and Enzymic Browning of Pear Fruits , 1995 .

[44]  H. S. Lambrecht,et al.  Sulfite Substitutes for the Prevention of Enzymatic Browning in Foods , 1995 .

[45]  J. Buta,et al.  PREVENTION OF BROWNING OF BANANA SLICES USING NATURAL PRODUCTS AND THEIR DERIVATIVES , 1999 .

[46]  K. Waliszewski,et al.  Control of Polyphenol Oxidase Activity in Banana Slices During Osmotic Dehydration , 2007 .

[47]  Kit L. Yam,et al.  A versatile and inexpensive technique for measuring color of foods , 2000 .

[48]  Ú. Gonzales-Barrón,et al.  Discrimination of crumb grain visual appearance of organic and non-organic bread loaves by image texture analysis , 2008 .