Title :
Adaptive spatiotemporal filtering by a neuromorphic model of the vertebrate retina
Author :
Beaudot, William H A
Author_Institution :
Centre Suisse d´´Electronique et de Microtechnique SA, Neuchatel, Switzerland
Abstract :
We propose a theoretical framework of the adaptive control of visual sensitivity performed by the vertebrate retina. Instead of a logarithmic function, the photoreceptor transfer function is modelled with a Michaelis-Menten law which has a more plausible biophysical correlate. We show that the neural and functional architecture of the retina supports the requirements for an optimal transcoding of non-stationary visual information. This control of visual sensitivity is done by using an adaptive transfer function whose parameters are spatiotemporally and locally estimated by the subsequent retinal circuit and fed back at the level of photoreceptors. Although the use of the resulting model remains limited in the context of digital image processing, it provides a good structural framework for an analog VLSI implementation of an adaptive spatiotemporal neuromorphic retina
Keywords :
VLSI; adaptive control; adaptive signal processing; analogue processing circuits; biocontrol; eye; medical image processing; neurophysiology; physiological models; transfer functions; Michaelis-Menten law; adaptive control; adaptive spatiotemporal filtering; adaptive spatiotemporal neuromorphic retina; adaptive transfer function; analog VLSI; biophysical correlate; digital image processing; functional architecture; locally estimated parameters; neural architecture; neuromorphic model; nonstationary visual information; optimal transcoding; photoreceptor transfer function; retinal circuit; spatiotemporally estimated parameters; vertebrate retina; visual sensitivity; Adaptive control; Adaptive filters; Filtering; Neuromorphics; Photoreceptors; Programmable control; Retina; Spatiotemporal phenomena; Transcoding; Transfer functions;
Conference_Titel :
Image Processing, 1996. Proceedings., International Conference on
Conference_Location :
Lausanne
Print_ISBN :
0-7803-3259-8
DOI :
10.1109/ICIP.1996.559524