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Towards efficient full 8-bit integer DNN online training on resource-limited devices without batch normalization
期刊论文
NEUROCOMPUTING, 2022, 卷号: 511, 页码: 175-186
作者:
Yang, Yukuan
;
Chi, Xiaowei
;
Deng, Lei
;
Yan, Tianyi
;
Gao, Feng
收藏
  |  
浏览/下载:16/0
  |  
提交时间:2022/11/21
Full 8-bit quantization
Network without batch normalization
Small batch
Online training
Resource-limited devices
Toward Efficient Execution of Mainstream Deep Learning Frameworks on Mobile Devices: Architectural Implications
期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2021, 卷号: 40, 期号: 3, 页码: 453-466
作者:
Dai, Yuting
;
Zhang, Rui
;
Xue, Rui
;
Liu, Benyong
;
Li, Tao
收藏
  |  
浏览/下载:37/0
  |  
提交时间:2021/12/01
Deep learning
Mobile handsets
Performance evaluation
Mobile applications
Computational modeling
Quantization (signal)
Central Processing Unit
CPU usage
deep learning (DL)
energy efficiency
microarchitecture
mobile phone
network compression
thermal characterization
CNQ: Compressor-Based Non-uniform Quantization of Deep Neural NetworksInspec keywordsOther keywordsKey words
期刊论文
CHINESE JOURNAL OF ELECTRONICS, 2020, 卷号: 29, 期号: 6, 页码: 1126-1133
作者:
Yuan, Yong
;
Chen, Chen
;
Hu, Xiyuan
;
Peng, Silong
收藏
  |  
浏览/下载:123/0
  |  
提交时间:2021/03/08
entropy
image classification
learning (artificial intelligence)
neural nets
object detection
optimisation
quantisation (signal)
network structure
DNN
low-bit quantization
time-consuming training
compressor-based fast nonuniform quantization method
quantization model
post-training quantization methods
deep neural networks
network quantization
compressor-based nonuniform quantization
CNQ
Non-uniform quantization
Knowledge distillation
Unlabeled samples
Network compression
EvoQ: Mixed Precision Quantization of DNNs via Sensitivity Guided Evolutionary Search
会议论文
Glasgow, United Kingdom, 19-24 July 2020
作者:
Yong Yuan
;
Chen Chen
;
Xiyuan Hu
;
Silong Peng
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  |  
浏览/下载:66/0
  |  
提交时间:2020/10/27
evolutionary algorithm, mixed precision quantization, network compression, deep learning
Learning vector quantization neural network for surface water extraction from Landsat OLI images
期刊论文
JOURNAL OF APPLIED REMOTE SENSING, 2020, 卷号: 14, 期号: 3, 页码: 15
作者:
Somasundaram, Deepakrishna
;
Zhang, Fangfang
;
Wang, Shenglei
;
Ye, Huping
;
Zhang, Zongke
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  |  
浏览/下载:104/0
  |  
提交时间:2021/03/18
water extraction
water body mapping
learning vector quantization
neural network
machine learning
Landsat 8
CNQ:Compressor-Based Non-uniform Quantization of Deep Neural Networks
期刊论文
Chinese Journal of Electronics, 2020, 卷号: 29, 期号: 6, 页码: 1126-1133
作者:
Yuan Yong
;
Chen Chen
;
Hu Xiyuan
;
Peng Silong
收藏
  |  
浏览/下载:13/0
  |  
提交时间:2021/03/15
Non-uniform quantization
Knowledge distillation
Unlabeled samples
Network compression
Dynamic Analysis of Digital Chaotic Maps via State-Mapping Networks
期刊论文
IEEE Transactions on Circuits and Systems I: Regular Papers, 2019, 卷号: Vol.66 No.6, 页码: 2322-2335
作者:
Chengqing Li
;
Bingbing Feng
;
Shujun Li
;
Jüergen Kurths
;
Guanrong Chen
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  |  
浏览/下载:2/0
  |  
提交时间:2019/12/13
Logistics
Chaotic communication
Orbits
Quantization (signal)
Degradation
Generators
Chaos
chaotic map
complex network
dynamics degradation
fixed-point arithmetic
floating-point arithmetic
pseudo-random number generator (PRNG)
randomness
Dynamic Analysis of Digital Chaotic Maps via State-Mapping Networks.
期刊论文
IEEE Transactions on Circuits & Systems, 2019, 卷号: Vol.66 No.6, 页码: 2322-2335
作者:
Li, Chengqing
;
Feng, Bingbing
;
Li, Shujun
;
Kurths, Juergen
;
Chen, Guanrong
收藏
  |  
浏览/下载:23/0
  |  
提交时间:2019/12/13
Chaos
Chaotic communication
chaotic map
complex network
Degradation
dynamics degradation
fixed-point arithmetic
floating-point arithmetic
Generators
Logistics
Orbits
pseudo-random number generator (PRNG)
Quantization (signal)
randomness
FPGA-Based Hybrid-Type Implementation of Quantized Neural Networks for Remote Sensing Applications.
期刊论文
Sensors (Basel, Switzerland), 2019, 卷号: Vol.19 No.4
作者:
Xin Wei
;
Wenchao Liu
;
Lei Chen
;
Long Ma
;
He Chen
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2019/12/17
FPGA
convolutional neural network
hybrid-type inference
remote sensing
symmetric quantization
Quantized CNN: A Unified Approach to Accelerate and Compress Convolutional Networks
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 10, 页码: 4730-4743
作者:
Cheng, Jian
;
Wu, Jiaxiang
;
Leng, Cong
;
Wang, Yuhang
;
Hu, Qinghao
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  |  
浏览/下载:232/0
  |  
提交时间:2019/12/16
Acceleration And Compression
Convolutional Neural Network (Cnn)
Mobile Devices
Product Quantization
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