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An imaging technique for acrylamide identification in potato chips in wavelet domain

机译:小波域薯片中丙烯酰胺鉴定的成像技术

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摘要

Acrylamide is a toxic compound which is commonly found in heated starchy food items like potato chips, French fries among others. Conventional methods based on chemical analysis for acrylamide identification are destructive, time consuming & expensive. This paper presents an efficient image processing based non-destructive method for identification of presence of acrylamide from potato chips based on statistical analysis and classification of the image features in wavelet domain. This proposed work involves segmentation of the area of the potato chip from the background of the image followed by feature extraction in wavelet domain. These wavelet features are strategically analyzed for acrylamide identification using k-nn (k-nearest neighbors) based classification method. The experimental results obtained using the proposed method indicates that wavelet features have discriminatory properties for identification of presence of acrylamide in food items. The experimental results of 97% accuracy and 100% sensitivity could be explored for commercial use. (C) 2015 Elsevier Ltd. All rights reserved.
机译:丙烯酰胺是一种有毒化合物,通常存在于加热的淀粉类食品中,例如薯片,炸薯条等。基于化学分析进行丙烯酰胺鉴定的常规方法具有破坏性,耗时且昂贵。本文提出了一种基于统计分析和小波域图像特征分类的,基于图像处理的有效无损方法,用于从薯片中鉴定丙烯酰胺的存在。这项拟议的工作涉及从图像背景中分割马铃薯片的区域,然后在小波域中进行特征提取。使用基于k-nn(k最近邻)的分类方法对这些小波特征进行策略分析,以进行丙烯酰胺识别。使用所提出的方法获得的实验结果表明,小波特征具有鉴别特性,可用于识别食品中丙烯酰胺的存在。 97%的准确度和100%的灵敏度的实验结果可用于商业用途。 (C)2015 Elsevier Ltd.保留所有权利。

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