Research on Efficient CNN Acceleration Through Mixed Precision Quantization: A Comprehensive Methodology

To overcome challenges associated with deploying Convolutional Neural Networks (CNNs) on edge computing devices with limited memory and computing resources, we propose a mixed-precision CNN calculation method on a Field Programmable Gate Array (FPGA). This approach involves a collaborative design en...

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Bibliographic Details

Published in:	International journal of advanced computer science & applications Vol. 14; no. 12
Main Authors:	He, Yizhi, Liu, Wenlong, Tahir, Muhammad, Li, Zhao, Zhang, Shaoshuang, Amur, Hussain Bux
Format:	Journal Article
Language:	English
Published:	West Yorkshire Science and Information (SAI) Organization Limited 2023
Subjects:	Acceleration Accuracy Artificial neural networks Central processing units CPUs Design techniques Edge computing Field programmable gate arrays Floating point arithmetic Inference Memory devices Search algorithms
ISSN:	2158-107X, 2156-5570
Online Access:	Get full text
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