ConvAix: An Application-Specific Instruction-Set Processor for the Efficient Acceleration of CNNs

ConvAix: An Application-Specific Instruction-Set Processor for the Efficient Acceleration of CNNs

ConvAix is an application-specific instruction-set processor (ASIP) that enables the energy-efficient processing of convolutional neural networks (CNNs) while retaining substantial flexibility through its instruction-set architecture (ISA) based design. By utilizing a combination of data-level paral...

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Bibliographic Details
Main Authors: Andreas Bytyn, Rainer Leupers, Gerd Ascheid
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Open Journal of Circuits and Systems
Subjects:
Application-specific instruction-set processor (ASIP)
convolutional neural network (CNN)
very large instruction word (VLIW)
quantization
low-precision computing
instruction-set architecture (ISA)
Online Access:https://ieeexplore.ieee.org/document/9259078/

Internet

https://ieeexplore.ieee.org/document/9259078/

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