A 2-DIMENSIONAL ANALOG VLSI CIRCUIT FOR DETECTING DISCONTINUITIES IN EARLY VISION

被引:31
|
作者
HARRIS, JG [1 ]
KOCH, C [1 ]
LUO, J [1 ]
机构
[1] CALTECH,COMPUTAT & NEURAL SYST PROGRAM,PASADENA,CA 91125
关键词
D O I
10.1126/science.2349479
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A large number of computer vision algorithms for finding intensity edges, computing motion, depth, and color, and recovering the three-dimensional shape of objects have been developed within the framework of minimizing an associated "energy" or "cost" functional. Particularly successful has been the introduction of binary variables coding for discontinuities in intensity, optical flow field, depth, and other variables, allowing image segmentation to occur in these modalities. The associated nonconvex variational functionals can be mapped onto analog, resistive networks, such that the stationary voltage distribution in the network corresponds to a minimum of the functional. The performance of an experimental analog very-large-scale integration (VLSI) circuit implementing the nonlinear resistive network for the problem of two-dimensional surface interpolation in the presence of discontinuities is demonstrated; this circuit is implemented in complementary metal oxide semiconductor technology.
引用
收藏
页码:1209 / 1211
页数:3
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