Analog VLSI neuromorphic image acquisition and pre-processing systems

被引:39
作者
Andreou, AG [1 ]
Meitzler, RC [1 ]
Strohbehn, K [1 ]
Boahen, KA [1 ]
机构
[1] CALTECH,PASADENA,CA 91125
关键词
analog VLSI; subthreshold CMOS; vision chips; image processing; silicon retinas; neuromorphic systems; regularization; spatiotemporal filtering; neural computation; automatic target recognition;
D O I
10.1016/0893-6080(95)00098-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider the problem of automatic object recognition by small, light-weight, low-power, hardware systems. We abstract from biological function and organization and propose hardware architectures and a design methodology to engineer such hardware. Robust, miniature, and energetically efficient VLSI systems for AOR can ultimately be achieved by following a path which optimizes the design at and between all levels of system integration, i.e., from devices and circuit techniques all the way to algorithms and architectural level considerations. By way of example, we discuss two experimental systems for image acquisition and pre-processing fabricated in standard CMOS processes. The first one is a large scale analog system, a contrast sensitive silicon retina, with over 590,000 transistors operating in subthreshold CMOS. The second system is a mixed analog-digital system for image acquisition and tracking compensation that incorporates a contrast sensitive silicon retina in the image sensing area.
引用
收藏
页码:1323 / 1347
页数:25
相关论文
共 81 条
[21]  
CAUWENBERGHS G, 1992, IEEE T NEURAL NETWOR, V3
[22]  
CHANDRAKASAN A, 1992, P IEEE INT SOLID STA
[23]   IMAGE-MOTION DETECTION USING ANALOG VLSI [J].
CHONG, CP ;
SALAMA, CAT ;
SMITH, KC .
IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1992, 27 (01) :93-96
[24]  
DELBROCK T, 1994, CNS30 CALTECH TECHN
[25]   SILICON RETINA WITH CORRELATION-BASED, VELOCITY-TUNED PIXELS [J].
DELBRUCK, T .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1993, 4 (03) :529-541
[26]  
Delbruck T., 1994, P IEEE INT S CIRC SY, V4, P339
[27]   ANALOG VLSI CIRCUITS FOR STIMULUS LOCALIZATION AND CENTROID COMPUTATION [J].
DEWEERTH, SP .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1992, 8 (03) :191-202
[28]  
Duda R. O., 1973, PATTERN CLASSIFICATI, V3
[29]  
ETIENNECUMMINGS R, 1992, P INT JOINT C NEUR N, P426
[30]   LINEARIZED DIFFERENTIAL TRANSCONDUCTORS IN SUBTHRESHOLD CMOS [J].
FURTH, PM ;
ANDREOU, AG .
ELECTRONICS LETTERS, 1995, 31 (07) :545-547