Title :
A silicon retina with controllable winner-take-all properties
Author_Institution :
Inst. of Neuroinformatics, Zurich Univ., Switzerland
Abstract :
The winner-take-all (WTA) circuit is a useful computational circuit for signal processing and learning tasks. By adding spatial coupling between pixels, local regions of competition can be delineated. Recently, we described a normalising circuit which enhances Lazzaro´s WTA circuit (1989) only with the addition of a transistor and a global bias to each pixel. This new circuit allows the network to transition between a soft-max and a WTA function through the global bias. The WTA network of Lazzaro together with spatial coupling forms the current-mode silicon retina of Boahen and Andreou (1992). This retina models the center surround processing performed in biological retinas to enhance responses to spatial contrasts. Here, we show how our normalising network together with spatial coupling performs as a silicon retina. Results are presented from a fabricated circuit in a 2 μm CMOS process.
Keywords :
CMOS analogue integrated circuits; analogue processing circuits; current-mode circuits; image sensors; neural chips; self-organising feature maps; smoothing circuits; 2 micron; CMOS technology process; WTA function; center-surround processing; controllable winner-take-all properties; current-mode silicon retina; global bias; local regions of competition; normalising circuit; self-organizing neural networks; signal processing; silicon retina; soft-max computation; spatial contrast response; spatial pixel coupling; spatial smoothing characteristics; winner-take-all circuit; Biological system modeling; Biomedical signal processing; CMOS process; Computer networks; Coupling circuits; Neurons; Photoconductivity; Retina; Silicon; Space technology;
Conference_Titel :
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN :
0-7803-7761-3
DOI :
10.1109/ISCAS.2003.1206327