Title :
Representational strategy in the visual cortex
Author_Institution :
Dept. of Brain & Cognitive Sci., MIT, Cambridge, MA, USA
Abstract :
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
Keywords :
eye; image representation; image resolution; image sampling; neurophysiology; visual perception; wavelet transforms; 1D wavelets; 2D wavelets; Gabor wavelets; continuous wavelet transform; experimental results; high resolution information; image representation; low-resolution firings; orientation; phase space; redundancy; sampling density; scale; striate cortical simple cells; tight wavelet frame; visual cortex; Bandwidth; Continuous wavelet transforms; Discrete wavelet transforms; Equations; Fourier transforms; Frequency domain analysis; Image sampling; Sampling methods; Wavelet domain; Wavelet transforms;
Conference_Titel :
Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference
Conference_Location :
Austin, TX
Print_ISBN :
0-8186-6952-7
DOI :
10.1109/ICIP.1994.413639