An 8-bit Single Perceptron Processing Unit for Tiny Machine Learning Applications

An 8-bit Single Perceptron Processing Unit for Tiny Machine Learning Applications

We present a tiny MultiLayer Perceptron (MLP) accelerator named Single Perceptron Linear Vector Processor (SPLVP) that aims at extending the capabilities of limited resources MCUs, enabling inference time speedup and main CPU off-load. It is based on a single perceptron hardware unit, enhanced with...

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Bibliographic Details
Main Authors: Marco Crepaldi, Mirco Di Salvo, Andrea Merello
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Neural processing unit
multilayer perceptron
single perceptron linear vector processor
fully connected neural network
FPGA
compiler
Online Access:https://ieeexplore.ieee.org/document/10295439/

Internet

https://ieeexplore.ieee.org/document/10295439/

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