Title :
Image databases, scale and fractal transforms
Author :
Schouten, Ben A M ; De Zeeuw, Paul M.
Author_Institution :
CWI, Amsterdam, Netherlands
Abstract :
In contemporary image databases one finds many images with the same image content but perturbed by zooming, scaling, rotation etc. For the purpose of image recognition in such databases we employ features based on statistics stemming from fractal transforms of gray-scale images. We show how the features derived from these statistical aspects can be made invariant to zooming or rescaling. A feature invariance measure is defined and described. The method is especially suitable for images of textures. We produce numerical results which validate the approach.
Keywords :
content-based retrieval; data compression; feature extraction; fractals; image coding; image recognition; image retrieval; multimedia databases; transform coding; transforms; visual databases; feature invariance measure; fractal coding; fractal feature extraction; fractal image compression; fractal transforms; gray-scale images; image content; image databases; image recognition; multimedia databases; rotation; scaling; statistics; zooming; Feature extraction; Fractals; Gray-scale; Image coding; Image databases; Image recognition; Mathematics; Spatial databases; Statistics; Textiles;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC, Canada
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899474