DocumentCode :
585700
Title :
Row, column and fused row-col R, G, B plane´s feature vector generation using DCT, DST and Kekre wavelet for CBIR
Author :
Kekre, H.B. ; Sonawane, Kavita
Author_Institution :
Dept. of Comput. Eng., NMIMS Univ., Mumbai, India
fYear :
2012
fDate :
19-20 Oct. 2012
Firstpage :
1
Lastpage :
6
Abstract :
The feature extraction approach for CBIR proposed in this paper is based on frequency domain information of the image. Three different wavelets namely DCT, DST and Kekre wavelet transform coefficients are obtained from the image´s row and column mean vectors and are used as components of the feature vectors to be compared. New variation used as feature vector for this CBIR ; which has produce very good retrieval is fusion of row column mean vector coefficients obtained by applying the DCT, DST and Kekre wavelet transforms. Results are obtained for row vectors, column vectors and fusion of row-column vectors separately using two similarity measures namely absolute distance and Euclidean distance. Performance of the system is evaluated using two parameters `Precision Recall Cross Over Point (PRCP)´, and `Longest String´. After analyzing the results obtained separately for three planes, we have combined and refined them using the `Criterion OR´.
Keywords :
computational geometry; content-based retrieval; discrete cosine transforms; feature extraction; image fusion; image retrieval; wavelet transforms; CBIR; DCT coefficients; DST coefficients; Euclidean distance; Kekre wavelet transform coefficients; PRCP; absolute distance; content-based image retrieval; criterion OR; discrete cosine transform; discrete sine transforms; feature extraction; feature vector generation; frequency domain information; fused row-col; longest string; precision recall cross over point; row column mean vector coefficients; similarity measures; Computers; Databases; Discrete cosine transforms; Euclidean distance; Vectors; Wavelet transforms; Absolute distance; DCT; DST; Euclidean distance; Kekre Wavelet; Longest String; PRCP;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communication, Information & Computing Technology (ICCICT), 2012 International Conference on
Conference_Location :
Mumbai
Print_ISBN :
978-1-4577-2077-2
Type :
conf
DOI :
10.1109/ICCICT.2012.6398147
Filename :
6398147
Link To Document :
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