Ultra low power coupled oscillator arrays for computer vision applications

N. Shukla, Wei-Yu Tsai, M. Jerry, M. Barth, V. Narayanan, Suman Datta
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引用次数: 32

Abstract

Coupled oscillators provide an efficient non-Boolean paradigm for solving a variety of computationally intensive problems in computer vision. This motivates the realization of large networks of low-power coupled oscillators. In this work, we experimentally demonstrate: (i) a relaxation oscillator based on the insulator-metal transition (IMT) in vanadium dioxide (VO2) with record low DC input (peak) power of ~23 μW; (ii) a network of coupled VO2 oscillators with record number of elements (6 oscillators) which perform image processing functionalities in high dimensional space like color detection and morphological operations such as dilation and erosion). Calibrated simulations show that 10× reduction in power compared to a 32 nm CMOS accelerator at iso-throughput.
用于计算机视觉应用的超低功耗耦合振荡器阵列
耦合振荡器为解决计算机视觉中各种计算密集型问题提供了一种有效的非布尔范式。这激发了低功率耦合振荡器大型网络的实现。在这项工作中,我们实验证明:(i)一个基于二氧化钒(VO2)中绝缘体-金属跃迁(IMT)的弛豫振荡器,其直流输入(峰值)功率为~23 μW;(ii)具有创纪录数量的元件(6个振荡器)的耦合VO2振荡器网络,这些振荡器在高维空间中执行图像处理功能,如颜色检测和形态操作(如膨胀和侵蚀)。经过校准的模拟表明,在等吞吐量下,与32nm CMOS加速器相比,功耗降低了10倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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