Abstract | ||
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We generalized Daubechies' (see IEEE Transactions on Information Theory, vol.36, no.5, p.961-1004, 1990) results on 1D wavelets to 2D, and elucidated the conditions in which a family of Gabor wavelets will provide a complete representation of an image. We found that the phase space (scale, orientation, x, y) sampling density of the striate cortical simple cells is sufficiently dense to form a tight wavelet frame. This tight frame approximates the continuous wavelet transform, and its redundancy allows high resolution information to be represented in the low-resolution firings of the simple cells. We presented some experimental results to demonstrate this idea |
Year | DOI | Venue |
---|---|---|
1994 | 10.1109/ICIP.1994.413639 | ICIP (2) |
Keywords | DocType | Volume |
eye,image representation,experimental results,neurophysiology,scale,wavelet transforms,image resolution,low-resolution firings,continuous wavelet transform,high resolution information,visual cortex,image sampling,phase space,sampling density,redundancy,orientation,2d wavelets,striate cortical simple cells,visual perception,tight wavelet frame,gabor wavelets,1d wavelets,low resolution,frequency domain analysis,sampling methods,high resolution,fourier transforms,bandwidth,information theory | Conference | 2 |
ISBN | Citations | PageRank |
0-8186-6952-7 | 0 | 0.34 |
References | Authors | |
1 | 1 |
Name | Order | Citations | PageRank |
---|---|---|---|
Tai Sing Lee | 1 | 794 | 88.73 |