Image characterization of potato chip appearance during frying

Abstract The aim of this study was to evaluate the suitability of a computerized image analysis technique (with a flatbed scanner for image acquisition) in order to measure the amount and distribution of the most important visual aspects of potato chips: colour components ( L *, a * and b *) and brown and oily areas on the surface. The potato slices were fried at three temperatures (170, 180 and 190 °C) and times (2, 3 and 4 min). Pre-processing, segmentation and colour analysis were carried out by a software programmed in Matlab v6.5. Results showed a high linear relationship ( R 2  > 0.962) between image RGB values and those measured by conventional colorimeter. The applied image analysis technique was able to differentiate with high sensitivity among potato chip colours after the frying processes. On average the percentages of normal, brown and oily areas detected on the samples were 53.24, 24.04 and 22.96%, respectively. While data of brown area appearance were congruous with browning incidence bound to the entity of the frying process, discrepant results were obtained using the objective colour pattern for the evaluation of the extension of oily area in the surface of potato chips. Anyway, this technique presents a high potential to develop a computer vision on-line system for frying process optimization, as a function of the fat content of the final product.

[1]  R. Wrolstad,et al.  Modeling the contribution of sugars, ascorbic acid, chlorogenic acid and amino acids to non-enzymatic browning of potato chips , 1997 .

[2]  G. Mackay,et al.  The processing potential of tubers of the cultivated potato,Solanum tuberosum L., after storage at low temperature. 1. Fry colour , 1990, Potato Research.

[3]  T. Fuller,et al.  Factors influencing the relationships between reducing sugars and fry colour of potato tubers of cv. Record , 2007 .

[4]  E. Schömig,et al.  Influence of processing parameters on acrylamide formation during frying of potatoes. , 2004, Journal of agricultural and food chemistry.

[5]  R. Wrolstad,et al.  Influence of potato composition on chip color quality , 1997, American Potato Journal.

[6]  S. Shevell The Science of Color , 2003 .

[7]  J. Aguilera,et al.  Oil Absorption During Frying of Frozen Parfried Potatoes , 2000 .

[8]  Petr Dejmek,et al.  Calibrated color measurements of agricultural foods using image analysis , 2006 .

[9]  Pietro Rocculi,et al.  Evaluation of physico-chemical parameters of minimally processed apples packed in non-conventional modified atmosphere , 2004 .

[10]  F. Pedreschi,et al.  Kinetics of oil uptake during frying of potato slices : Effect of pre-treatments , 2006 .

[11]  F. Escher,et al.  Dynamics of oil uptake during deep-fat frying of potato slices , 1996 .

[12]  Matthew Anderson,et al.  Proposal for a Standard Default Color Space for the Internet - sRGB , 1996, CIC.

[13]  D. L. Pyle,et al.  Structure oil-absorption relationships during deep-fat frying , 2003 .

[14]  G. Mazza Correlations between quality parameters of potatoes during growth and long-term storage , 1983, American Potato Journal.

[15]  John C. Russ,et al.  The Image Processing Handbook , 2016, Microscopy and Microanalysis.

[16]  T. Marique,et al.  Modeling of Fried Potato Chips Color Classification using Image Analysis and Artificial Neural Network , 2003 .

[17]  B. Swinburn,et al.  A Review of Factors Affecting Fat Absorption in Hot Chips , 2001, Critical reviews in food science and nutrition.

[18]  F. Mendoza,et al.  Classification of Potato Chips Using Pattern Recognition , 2006 .

[19]  Eugenios Katsanidis,et al.  Impact of physical and chemical pretreatments on texture of Octopus (Eledone moschata) , 2006 .

[20]  Charles A. Poynton,et al.  A technical introduction to digital video , 1996 .

[21]  Franco Pedreschi,et al.  Acrylamide content and color development in fried potato strips , 2006 .

[22]  B. Lau,et al.  Acrylamide in foods: occurrence, sources, and modeling. , 2003, Journal of agricultural and food chemistry.

[23]  M. Añón,et al.  Influence of Reducing Sugars and Amino Acids in the Color Development of Fried Potatoes , 1986 .

[24]  Franco Pedreschi,et al.  Oil distribution in potato slices during frying , 2008 .

[25]  M. K. Pritchard,et al.  Relationships between fry color and sugar concentration in stored Russet Burbank and Shepody potatoes , 2008, American Potato Journal.

[26]  G. Mackay,et al.  The processing potential of tubers of the cultivated potato,Solanum tuberosum L., after storage at low temperatures. 2. Sugar concentration , 1990, Potato Research.

[27]  Petr Dejmek,et al.  A Low Cost Video Technique for Colour Measurement of Potato Chips , 1999 .

[28]  Petr Dejmek,et al.  Colour and image texture analysis in classification of commercial potato chips , 2007 .

[29]  Tony Johnson,et al.  Methods for characterizing colour scanners and digital cameras , 1996 .

[30]  F. Pedreschi,et al.  Oil partition in pre-treated potato slices during frying and cooling , 2007 .

[31]  F. Escher,et al.  Potential of acrylamide formation, sugars, and free asparagine in potatoes: a comparison of cultivars and farming systems. , 2003, Journal of agricultural and food chemistry.

[32]  Imre Blank,et al.  Food chemistry: Acrylamide from Maillard reaction products , 2002, Nature.

[33]  Louis D. Silverstein,et al.  8 – Digital Color Reproduction , 2003 .

[34]  M. G. Scanlon,et al.  Computerized video image analysis to quantify color of potato chips , 1994, American Potato Journal.

[35]  Erik Reinhard,et al.  Color imaging , 2009, SIGGRAPH '09.

[36]  F. Clydesdale Colorimetry--methodology and applications. , 1978, CRC critical reviews in food science and nutrition.

[37]  B. Wedzicha,et al.  Food chemistry: Acrylamide is formed in the Maillard reaction , 2002, Nature.

[38]  F. Mendoza,et al.  Effects of the application of anti-browning substances on the metabolic activity and sugar composition of fresh-cut potatoes , 2007 .

[39]  F. Mendoza,et al.  Application of Image Analysis for Classification of Ripening Bananas , 2006 .

[40]  Da-Wen Sun,et al.  Inspection of the distribution and amount of ingredients in pasteurized cheese by computer vision , 2007 .