Title
Discrimination of crumb grain visual appearance of organic and non-organic bread loaves by image texture analysis
Date Issued
01 February 2008
Access level
metadata only access
Resource Type
journal article
Author(s)
Colegio Universitario de Dublín
Abstract
The objective of this work was to assess the crumb grain appearance of bread loaves prepared with four organic flours (11.3-12.4% protein content) in comparison with a control bread prepared with non-organic flour (12.4% protein content), by means of three statistical and one spectral grey-level image texture analysis methods. Stepwise-selected textural features independently extracted from each method could successfully distinguish 94-97% of the non-organic bread's crumb grain images, and could classify 76-83% of the organic bread's crumb grain images into their respective flour types using cross-validation. The statistical texture analysis methods (explained variance 91-96%) depicted the bread crumb visual texture better than the spectral method (explained variance 80%). Factor analysis performed over the highest discriminant textural features identified three major components: grain coarseness, heterogeneity and isotropy, being the last component extracted only from the spectral method. This model showed that crumb grain of organic breads was variably heterogeneous, coarse and, in some cases, with a high degree of isotropy, since their cells were much more rounded than the non-organic bread's crumb cells. © 2007 Elsevier Ltd. All rights reserved.
Start page
480
End page
488
Volume
84
Issue
3
Language
English
OCDE Knowledge area
Ingeniería de producción Biotecnología agrícola, Biotecnología alimentaria
Scopus EID
2-s2.0-34548143380
Source
Journal of Food Engineering
ISSN of the container
02608774
Source funding
Food Institutional Research Measure
Sponsor(s)
The authors wish to acknowledge that this work was funded by the Irish Department of Agriculture through the Food Institutional Research Measure.
Sources of information: Directorio de Producción Científica Scopus