In-depth Analysis of CMSIS-NN Neural Network Inference Library for ARM Cortex-M Series Chips

In-depth Analysis of CMSIS-NN Neural Network Inference Library for ARM Cortex-M Series Chips

CMSIS_NN Overview Paper Title: “CMSIS-NN: Efficient Neural Network Kernels for Arm Cortex-M CPUs”, 2018 Organization: ARM 0. Introduction CMSIS-NN is a neural network inference library for ARM Cortex-M series chips, designed for deploying neural networks on low-performance chips/architectures. 1. Convolution and Matrix Multiplication Using the 16-bit multiply-accumulate SIMD instruction, SMLAD. 1.1 __SXTB16 Data Extension Most … Read more

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