Sensitivity-Oriented Layer-Wise Acceleration and Compression for Convolutional Neural Network

Sensitivity-Oriented Layer-Wise Acceleration and Compression for Convolutional Neural Network

Convolutional neural networks (CNNs) have achieved excellent performance improvement in image processing and other machine learning tasks. However, tremendous computation and memory consumption for most classical CNN models pose a great challenge to the deployment in portable and power-limited devic...

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Bibliographic Details
Main Authors: Wei Zhou, Yue Niu, Guanwen Zhang
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
CNN
layer-wise sensitivity
compression
acceleration
Online Access:https://ieeexplore.ieee.org/document/8667287/

Internet

https://ieeexplore.ieee.org/document/8667287/

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