DocumentCode
641079
Title
DCT-based characterization of milk products using diffuse reflectance images
Author
Sharifzadeh, Sara ; Skytte, Jacob L. ; Clemmensen, L.H. ; Ersboll, Bjarne K.
Author_Institution
Dept. of the Appl. Math. & Comput. Sci., Tech. Univ. of Denmark, Copenhagen, Denmark
fYear
2013
fDate
1-3 July 2013
Firstpage
1
Lastpage
6
Abstract
We propose to use the two-dimensional Discrete Cosine Transform (DCT) for decomposition of diffuse reflectance images of laser illumination on milk products in different wavelengths. Based on the prior knowledge about the characteristics of the images, the initial feature vectors are formed at each wavelength. The low order DCT coefficients are used to quantify the optical properties. In addition, the entropy information of the higher order DCT coefficients is used to include the illumination interference effects near the incident point. The discrimination powers of the features are computed and used to do wavelength and feature selection. Using the selected features of just one band, we could characterize and discriminate eight different milk products. Comparing this result with the current characterization method based of a fitted log-log linear model, shows that the proposed method can discriminate milk from yogurt products better.
Keywords
dairy products; discrete cosine transforms; feature extraction; image processing; light interference; DCT-based characterization; diffuse reflectance images; entropy information; feature selection; feature vectors; illumination interference; laser illumination; log-log linear model; milk products; optical properties; two-dimensional discrete cosine transform; yogurt products; Dairy products; Optical imaging; Optical reflection; Reflectivity; diffuse reflectance image; discrete cosine transform; discrimination power; entropy;
fLanguage
English
Publisher
ieee
Conference_Titel
Digital Signal Processing (DSP), 2013 18th International Conference on
Conference_Location
Fira
ISSN
1546-1874
Type
conf
DOI
10.1109/ICDSP.2013.6622669
Filename
6622669
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