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Exploring Winograd Convolution for Cost-Effective Neural Network Fault Tolerance 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2023, 卷号: 31, 期号: 11, 页码: 1763-1773
作者:  Xue, Xinghua;  Liu, Cheng;  Liu, Bo;  Huang, Haitong;  Wang, Ying;  Luo, Tao;  Zhang, Lei;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载:11/0  |  提交时间:2024/05/20
Fault tolerant systems  Fault tolerance  Artificial neural networks  Convolution  Reliability  Computational modeling  Neurons  Fault-tolerance  soft errors  vulnerability analysis  winograd convolution (WG-Conv)  
TripleBrain: A Compact Neuromorphic Hardware Core With Fast On-Chip Self-Organizing and Reinforcement Spike-Timing Dependent Plasticity 期刊论文
IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2022, 卷号: 16, 期号: 4, 页码: 636-650
作者:  Wang, Haibing;  He, Zhen;  Wang, Tengxiao;  He, Junxian;  Zhou, Xichuan;  Wang, Ying;  Liu, Liyuan;  Wu, Nanjian;  Tian, Min;  Shi, Cong
收藏  |  浏览/下载:22/0  |  提交时间:2023/07/12
Neurons  Neuromorphics  Hardware  System-on-chip  Field programmable gate arrays  Synapses  Self-organizing feature maps  Neuromorphic system  spiking neural network  spike-timing dependent plasticity  self-organizing map  reinforce- ment learning  on-chip learning  
A Low-Cost FPGA Implementation of Spiking Extreme Learning Machine With On-Chip Reward-Modulated STDP Learning 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2022, 卷号: 69, 期号: 3, 页码: 1657-1661
作者:  He, Zhen;  Shi, Cong;  Wang, Tengxiao;  Wang, Ying;  Tian, Min;  Zhou, Xichuan;  Li, Ping;  Liu, Liyuan;  Wu, Nanjian;  Luo, Gang
收藏  |  浏览/下载:33/0  |  提交时间:2022/12/07
Neurons  Hardware  System-on-chip  Costs  Training  Field programmable gate arrays  Computational modeling  Neuromorphic computing  spiking neural network  extreme learning machine  spike-timing-dependent plasticity  reward-modulated  on-chip learning  
Locality-Aware Channel-Wise Dropout for Occluded Face Recognition 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2022, 卷号: 31, 页码: 788-798
作者:  He, Mingjie;  Zhang, Jie;  Shan, Shiguang;  Liu, Xiao;  Wu, Zhongqin;  Chen, Xilin
收藏  |  浏览/下载:25/0  |  提交时间:2022/12/07
Face recognition  Feature extraction  Liquid crystal displays  Robustness  Neurons  Image reconstruction  Dictionaries  Occluded face recognition  locality-aware channel-wise dropout  spatial attention module  
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
作者:  Deng, Lei;  Wu, Yujie;  Hu, Yifan;  Liang, Ling;  Li, Guoqi;  Hu, Xing;  Ding, Yufei;  Li, Peng;  Xie, Yuan
收藏  |  浏览/下载:37/0  |  提交时间:2022/06/21
Neurons  Computational modeling  Quantization (signal)  Optimization  Encoding  Task analysis  Synapses  Activity regularization  alternating direction method of multiplier (ADMM)  connection pruning  spiking neural network (SNN) compression  weight quantization  
Self-Aware Neural Network Systems: A Survey and New Perspective 期刊论文
PROCEEDINGS OF THE IEEE, 2020, 卷号: 108, 期号: 7, 页码: 1047-1067
作者:  Du, Zidong;  Guo, Qi;  Zhao, Yongwei;  Chen, Yunji;  Xu, Zhiwei;  Zhi, Tian
收藏  |  浏览/下载:56/0  |  提交时间:2020/12/10
Artificial neural networks  Neurons  Self-aware  Monitoring  Sensors  Program processors  Logic gates  Self-aware neural network (NN) processors