Literature DB >> 35531410

Non-destructive assessment of quality parameters of white button mushrooms (Agaricus bisporus) using image processing techniques.

Anarase Dattatray Arjun1, Subir Kumar Chakraborty2, Naveen Kumar Mahanti2, Nachiket Kotwaliwale3.   

Abstract

Considering that appearance of white button mushroom (WBM) as the trigger for registering its quality, this study was aimed at analyzing the visual cues by the application of image processing tools. While L-a-b colour space and skewness was used for estimating chromatic and morphological characteristics; onset of discolouration of WBM was predicted by hyperspectral image analysis. Undamaged (UD) and damaged (D) mushrooms were stored under refrigerated conditions (3-5 °C and 90% Rh). RGB and hyperspectral images were acquired on alternate storage days 1, 3, 5, 7 and 9. Weight loss, texture and moisture content of stored mushrooms were also recorded during the storage period. Colour changes in stored UD and D were found to be in b (21.55) and a (2399) value, respectively. Browning index in D was 83-212% higher than UD mushrooms across the storage period. Weight and firmness losses in D were higher by 65.9 and 31.4%, respectively than UD. Morphological characteristic in terms of aspect ratio and roundness were not found to vary significantly over the storage period for both UD and D mushrooms. Chemometrics revealed that multiplicative scatter correction was the best pre-processing tool and that onset on discolouration is conspicuous in the spectral region of 520-800 nm. k-NN fared better than PLS-DA for correct classification (100%) of UD and D mushrooms. © Association of Food Scientists & Technologists (India) 2021.

Entities:  

Keywords:  Chemometrics; Hyperspectral imaging; Multi-spectral imaging; PLS-DA; Principal component analysis; k-NN

Year:  2021        PMID: 35531410      PMCID: PMC9046485          DOI: 10.1007/s13197-021-05219-w

Source DB:  PubMed          Journal:  J Food Sci Technol        ISSN: 0022-1155            Impact factor:   3.117


  7 in total

Review 1.  Hyperspectral image analysis. A tutorial.

Authors:  José Manuel Amigo; Hamid Babamoradi; Saioa Elcoroaristizabal
Journal:  Anal Chim Acta       Date:  2015-09-25       Impact factor: 6.558

2.  Kinetics of colour and texture changes of button mushrooms (Agaricus bisporus) coated with chitosan during storage at low temperature.

Authors:  Emine NAKILCIOğLU-TAş; Semih ÖTLEş
Journal:  An Acad Bras Cienc       Date:  2020-06-12       Impact factor: 1.753

3.  Chemometric strategies for nondestructive and rapid assessment of nitrate content in harvested spinach using Vis-NIR spectroscopy.

Authors:  Naveen Kumar Mahanti; Subir Kumar Chakraborty; Nachiket Kotwaliwale; Anand Kumar Vishwakarma
Journal:  J Food Sci       Date:  2020-09-05       Impact factor: 3.167

4.  Postharvest hardness and color evolution of white button mushrooms (Agaricus bisporus).

Authors:  Debabandya Mohapatra; Zuberi M Bira; Joe P Kerry; Jesús M Frías; Fernanda A Rodrigues
Journal:  J Food Sci       Date:  2010-04       Impact factor: 3.167

5.  Prediction of polyphenol oxidase activity using visible near-infrared hyperspectral imaging on mushroom (Agaricus bisporus) caps.

Authors:  Edurne Gaston; Jesús M Frías; Patrick J Cullen; Colm P O'Donnell; Aoife A Gowen
Journal:  J Agric Food Chem       Date:  2010-05-26       Impact factor: 5.279

6.  Rice seed cultivar identification using near-infrared hyperspectral imaging and multivariate data analysis.

Authors:  Wenwen Kong; Chu Zhang; Fei Liu; Pengcheng Nie; Yong He
Journal:  Sensors (Basel)       Date:  2013-07-12       Impact factor: 3.576

7.  Non-destructive classification and prediction of aflatoxin-B1 concentration in maize kernels using Vis-NIR (400-1000 nm) hyperspectral imaging.

Authors:  Subir Kumar Chakraborty; Naveen Kumar Mahanti; Shekh Mukhtar Mansuri; Manoj Kumar Tripathi; Nachiket Kotwaliwale; Digvir Singh Jayas
Journal:  J Food Sci Technol       Date:  2020-06-06       Impact factor: 2.701

  7 in total
  1 in total

1.  Pseudo-Chromosomal Genome Assembly in Combination with Comprehensive Transcriptome Analysis in Agaricus bisporus Strain KMCC00540 Reveals Mechanical Stimulus Responsive Genes Associated with Browning Effect.

Authors:  Ick-Hyun Jo; Jaewook Kim; Hyejin An; Hwa-Yong Lee; Yoon-Sup So; Hojin Ryu; Gi-Ho Sung; Donghwan Shim; Jong-Wook Chung
Journal:  J Fungi (Basel)       Date:  2022-08-22
  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.