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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Autors principals:	Marco Crepaldi, Mirco Di Salvo, Andrea Merello
Format:	Artigo
Idioma:	Inglês
Publicat:	IEEE 2023-01-01
Col·lecció:	IEEE Access
Matèries:	Neural processing unit multilayer perceptron single perceptron linear vector processor fully connected neural network FPGA compiler
Accés en línia:	https://ieeexplore.ieee.org/document/10295439/
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