DP-Nets: Dynamic programming assisted quantization schemes for DNN compression and acceleration

In this work, we present effective quantization schemes called DP-Nets for the compression and acceleration of deep neural networks (DNNs). A key ingredient is a novel dynamic programming (DP) based algorithm to obtain the optimal solution of scalar K-means clustering. Based on the approaches with r...

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Bibliographic Details

Published in:	Integration (Amsterdam) Vol. 82; pp. 147 - 154
Main Authors:	Yang, Dingcheng, Yu, Wenjian, Ding, Xiangyun, Zhou, Ao, Wang, Xiaoyi
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.01.2022
Subjects:	Dynamic programming Neural network compression Robust model Weight quantization Weight quantization Dynamic programming Neural network compression Robust model
ISSN:	0167-9260, 1872-7522
Online Access:	Get full text
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