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
Link To Document :
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