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深度卷积神经网络压缩与加速方法研究
学位论文
, 中国科学院自动化研究所: 中国科学院大学, 2021
Authors:
阮晓峰
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Submit date:2021/06/17
深度卷积神经网络
模型压缩与加速
结构化剪枝
结构化稀疏
知识迁移
DPFPS: Dynamic and Progressive Filter Pruning for Compressing Convolutional Neural Networks from Scratch
会议论文
, virtual conference, 2021.2.2-2021.2.9
Authors:
Ruan, Xiaofeng
;
Liu, Yufan
;
Li, Bing
;
Yuan, Chunfeng
;
Hu, Weiming
Adobe PDF(652Kb)
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Submit date:2021/06/17
EDP: An Efficient Decomposition and Pruning Scheme for Convolutional Neural Network Compression
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 32, 期号: 0, 页码: 0
Authors:
Ruan, Xiaofeng
;
Liu, Yufan
;
Yuan, Chunfeng
;
Li, Bing
;
Hu, Weiming
;
Li, Yangxi
;
Maybank, Stephen
Adobe PDF(3625Kb)
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Submit date:2021/06/17
Data-driven
low-rank decomposition
model compression and acceleration
structured pruning