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A brain-inspired algorithm that mitigates catastrophic forgetting of artificial and spiking neural networks with low computational cost 期刊论文
SCIENCE ADVANCES, 2023, 卷号: 9, 期号: 34, 页码: 12
作者:  Zhang, Tielin;  Cheng, Xiang;  Jia, Shuncheng;  Li, Chengyu T.;  Poo, Mu-ming;  Xu, Bo
收藏  |  浏览/下载：73/0  |  提交时间：2023/11/17
Optimization-Based Post-Training Quantization With Bit-Split and Stitching 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 2, 页码: 2119-2135
作者:  Wang, Peisong;  Chen, Weihan;  He, Xiangyu;  Chen, Qiang;  Liu, Qingshan;  Cheng, Jian
Adobe PDF(921Kb)  |  收藏  |  浏览/下载：174/50  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
A Multimodal Fusion Model for Estimating Human Hand Force Comparing surface electromyography and ultrasound signals 期刊论文
IEEE ROBOTICS & AUTOMATION MAGAZINE, 2022, 卷号: 29, 期号: 4, 页码: 10-24
作者:  Zou, Yongxiang;  Cheng, Long;  Li, Zhengwei
收藏  |  浏览/下载：187/0  |  提交时间：2023/02/22
Force  Ultrasonic imaging  Muscles  Robots  Feature extraction  Estimation  Exoskeletons  
Toward Accurate Binarized Neural Networks With Sparsity for Mobile Application 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 13
作者:  Wang, Peisong;  He, Xiangyu;  Cheng, Jian
收藏  |  浏览/下载：231/0  |  提交时间：2022/07/25
Quantization (signal)  Deep learning  Convolution  Training  Biological neural networks  Optimization  Neurons  Acceleration  binarized neural networks (BNNs)  compression  fixed-point quantization  
ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
作者:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  收藏  |  浏览/下载：291/31  |  提交时间：2022/01/27
Convolution  Tensors  Layout  Memory management  Indexes  Transforms  Performance evaluation  Convolutional neural networks (CNNs)  direct convolution  high performance computing for mobile devices  im2col convolution  memory-efficient convolution (MEC)  
Tuning Convolutional Spiking Neural Network With Biologically Plausible Reward Propagation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 11
作者:  Zhang, Tielin;  Jia, Shuncheng;  Cheng, Xiang;  Xu, Bo
收藏  |  浏览/下载：213/0  |  提交时间：2022/01/27
Neurons  Biology  Convolution  Biological neural networks  Tuning  Membrane potentials  Kernel  Biologically plausible computing  neuronal dynamics  reward propagation  spiking neural network (SNN)  
Self-backpropagation of synaptic modifications elevates the efficiency of spiking and artificial neural networks 期刊论文
SCIENCE ADVANCES, 2021, 卷号: 7, 期号: 43, 页码: 11
作者:  Zhang, Tielin;  Cheng, Xiang;  Jia, Shuncheng;  Poo, Mu-Ming;  Zeng, Yi;  Xu, Bo
收藏  |  浏览/下载：204/0  |  提交时间：2021/12/28
Extremely Lightweight Skeleton-Based Action Recognition With ShiftGCN plus 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 卷号: 30, 页码: 7333-7348
作者:  Cheng, Ke;  Zhang, Yifan;  He, Xiangyu;  Cheng, Jian;  Lu, Hanqing
Adobe PDF(3205Kb)  |  收藏  |  浏览/下载：262/14  |  提交时间：2021/11/03
Skeleton-based action recognition  graph convolutional network  lightweight network  shift network  
FSD-SLAM: a fast semi-direct SLAM algorithm 期刊论文
COMPLEX & INTELLIGENT SYSTEMS, 2021, 页码: 12
作者:  Dong, Xiang;  Cheng, Long;  Peng, Hu;  Li, Teng
收藏  |  浏览/下载：232/0  |  提交时间：2021/04/21
SLAM  Feature enhancement  Pose estimation  Incremental dynamic covariance scaling  Point cloud integration  
Neuronal-Plasticity and Reward-Propagation Improved Recurrent Spiking Neural Networks 期刊论文
FRONTIERS IN NEUROSCIENCE, 2021, 卷号: 15, 页码: 11
作者:  Jia, Shuncheng;  Zhang, Tielin;  Cheng, Xiang;  Liu, Hongxing;  Xu, Bo
收藏  |  浏览/下载：214/0  |  提交时间：2021/04/21
spiking neural network  neuronal plasticity  synaptic plasticity  reward propagation  sparse connections