Title :
Image Retrieval based on Wavelet Computation and Neural Network Classification
Author :
Gonzalez-Garcia, A.C. ; Sossa-Azuela, J.H. ; Felipe-Riveron, E.M.
Author_Institution :
Technologic Inst. of Toluca, Metepec
Abstract :
We describe a simple way to retrieve images from a database. During training a wavelet-based description of the histogram of circular window of each image is first obtained using Daubechies 4- wavelet transformation. Resulting coefficients are used to train a neural network (NN). For image retrieval an image is presented to the system. The system responds with the most similar images. Results are given two different databases. With first database a 98.44% of efficiency with training images was obtained; a 50 % was obtained with images different from those used for training. With the second database corresponding efficiencies were of 88% and 64%.
Keywords :
image classification; image retrieval; neural nets; wavelet transforms; image database; image retrieval; neural network classification; wavelet transform; Computer networks; Content based retrieval; Histograms; Image databases; Image retrieval; Information retrieval; Neural networks; Proposals; Testing; Wavelet coefficients;
Conference_Titel :
Image Analysis for Multimedia Interactive Services, 2007. WIAMIS '07. Eighth International Workshop on
Conference_Location :
Santorini
Print_ISBN :
0-7695-2818-X
Electronic_ISBN :
0-7695-2818-X
DOI :
10.1109/WIAMIS.2007.51