Soft DT-CNN core implementation

S. Malki, L. Spaanenburg
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引用次数: 1

Abstract

Digital implementations of discrete-time cellular neural networks have steadily been improved, gradually gaining capacity and therefore applicability. It is required that CNN operations can be freely sequenced and iterated to keep the memory bandwidth limited. Therefore the paper introduces a CNN Instruction set architecture. It is shown that this turns a 400 frames per second CNN network into a conventional stream-processing peripheral at a mere 1 - 5% area overhead.
软DT-CNN核心实现
离散时间细胞神经网络的数字实现已经稳步改进,逐渐获得容量和适用性。要求CNN运算可以自由排序和迭代,以保持有限的内存带宽。为此,本文介绍了一种CNN指令集体系结构。结果表明,这将每秒400帧的CNN网络转变为传统的流处理外设,而面积开销仅为1 - 5%。
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