DocumentCode :
3544106
Title :
A real-time spike-domain sensory information processing system [image processing applications]
Author :
Mallik, Udayan ; Vogelstein, R. Jacob ; Culurciello, Eugenio ; Etienne-Cummings, Ralph ; Cauwenberghs, Gert
Author_Institution :
Dept. of Electr. & Comput. Eng., Johns Hopkins Univ., Baltimore, MD, USA
fYear :
2005
fDate :
23-26 May 2005
Firstpage :
1919
Abstract :
We present an architecture for processing spike-based sensory information in real-time. The system is based on a re-configurable silicon array of general-purpose integrate-and-fire neurons (as opposed to application-specific circuits), which can emulate arbitrary cortical networks. A combined retinal/cortical network has been designed and tested with a neuromorphic silicon retina. Neural activity is communicated between chips at rates of up to 1,000,000 spikes/sec with a bit-parallel address-event representation protocol. This work represents the first step in constructing an autonomous, continuous-time, biologically-plausible hierarchical model of visual information processing using large-scale arrays of identical silicon neurons.
Keywords :
image processing; image sensors; neural nets; real-time systems; reconfigurable architectures; bit-parallel address-event representation protocol; combined retinal/cortical network; neuromorphic silicon retina; real-time information processing; reconfigurable integrate-and-fire neurons; spike-domain sensory information processing; visual information hierarchical model; Biological system modeling; Circuit testing; Image processing; Information processing; Neuromorphics; Neurons; Protocols; Real time systems; Retina; Silicon;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
Print_ISBN :
0-7803-8834-8
Type :
conf
DOI :
10.1109/ISCAS.2005.1464988
Filename :
1464988
Link To Document :
بازگشت