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PSAQ-ViT V2: Toward Accurate and General Data-Free Quantization for Vision Transformers
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 12
作者:
Li, Zhikai
;
Chen, Mengjuan
;
Xiao, Junrui
;
Gu, Qingyi
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2023/11/17
Data-free quantization
model compression
patch similarity
quantized vision transformers (ViTs)
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:15/0
  |  
提交时间:2022/11/21
Full 8-bit quantization
Network without batch normalization
Small batch
Online training
Resource-limited devices
Dual-discriminator adversarial framework for data-free quantization
期刊论文
NEUROCOMPUTING, 2022, 卷号: 511, 页码: 67-77
作者:
Li, Zhikai
;
Ma, Liping
;
Long, Xianlei
;
Xiao, Junrui
;
Gu, Qingyi
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2022/11/21
Model compression
Quantized neural networks
Data-free quantization
Improving Extreme Low-bit Quantization with Soft Threshold
期刊论文
IEEE Transactions on Circuits and Systems for Video Technology, 2022, 页码: 1549 - 1563
作者:
Xu WX(许伟翔)
;
Wang PS(王培松)
;
Cheng J(程健)
收藏
  |  
浏览/下载:3/0
  |  
提交时间:2023/06/20
Enabling Secure NVM-Based in-Memory Neural Network Computing by Sparse Fast Gradient Encryption
期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2020, 卷号: 69, 期号: 11, 页码: 1596-1610
作者:
Cai, Yi
;
Chen, Xiaoming
;
Tian, Lu
;
Wang, Yu
;
Yang, Huazhong
收藏
  |  
浏览/下载:32/0
  |  
提交时间:2020/12/10
Artificial neural networks
Nonvolatile memory
Encryption
Computational modeling
Hardware
Non-volatile memory (NVM)
compute-in-memory (CIM)
neural network
security
encryption
Unsupervised Network Quantization via Fixed-Point Factorization
期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2020, 期号: 1, 页码: 1
作者:
Wang, Peisong
;
He, Xiangyu
;
Chen, Qiang
;
Cheng, Anda
;
Liu, Qingshan
收藏
  |  
浏览/下载:60/0
  |  
提交时间:2020/10/20
Acceleration , compression , deep neural networks (DNNs) , fixed-point quantization , unsupervised quantization.
ProxyBNN: Learning Binarized Neural Networks via Proxy Matrices
会议论文
Online, 2020
作者:
He, Xiangyu
;
Mo, Zitao
;
Cheng, Ke
;
Xu, Weixiang
;
Hu, Qinghao
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2020/10/20
OptQuant: Distributed training of neural networks with optimized quantization mechanisms
期刊论文
NEUROCOMPUTING, 2019, 卷号: 340, 页码: 233-244
作者:
He, Li
;
Zheng, Shuxin
;
Chen, Wei
;
Ma, Zhi-Ming
;
Liu, Tie-Yan
收藏
  |  
浏览/下载:21/0
  |  
提交时间:2019/12/13
Distributed machine learning
Deep learning
Stochastic gradient descent
Gradient quantization
A Recursive Approach to Quantized H-infinity State Estimation for Genetic Regulatory Networks Under Stochastic Communication Protocols
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 9, 页码: 2840-2852
作者:
Wan, Xiongbo
;
Wang, Zidong
;
Han, Qing-Long
;
Wu, Min
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2019/12/11
Genetic regulatory networks (GRNs)
H-infinity state estimation
quantization effects
recursive Riccati difference equations (RDEs)
stochastic communication protocols (SCPs)
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
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