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An attention-based hybrid deep learning framework integrating brain connectivity and activity of resting-state functional MRI data 期刊论文
Medical Image Analysis, 2022, 页码: 102413
作者:  Miin Zhao;  Weizheng Yan;  Na Luo;  Dongmei Zhi;  Zening Fu;  Yuhui Du;  Shan Yu;  Tianzi Jiang;  Vince D. Calhoun;  Jing Sui
Adobe PDF(3010Kb)  |  收藏  |  浏览/下载:66/28  |  提交时间:2024/06/17
Spiking Generative Adversarial Network with Attention Scoring Decoding 期刊论文
Neural Networks, 2024, 页码: 106423
作者:  Feng, Linghao;  Zhao, Dongcheng;  Zeng, Yi
Adobe PDF(1067Kb)  |  收藏  |  浏览/下载:52/21  |  提交时间:2024/06/06
FireFly: A High-Throughput Hardware Accelerator for Spiking Neural Networks With Efficient DSP and Memory Optimization 期刊论文
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2023, 页码: 1178 - 1191
作者:  Li, Jindong;  Shen, Guobin;  Zhao, Dongcheng;  Zhang, Qian;  Zeng, Yi
Adobe PDF(5840Kb)  |  收藏  |  浏览/下载:40/5  |  提交时间:2024/06/05
MSAT: biologically inspired multistage adaptive threshold for conversion of spiking neural networks 期刊论文
Neural Computing and Applications, 2024, 页码: 8531–8547
作者:  He, Xiang;  Li, Yang;  Zhao, Dongcheng;  Kong, Qingqun;  Zeng, Yi
Adobe PDF(2459Kb)  |  收藏  |  浏览/下载:49/17  |  提交时间:2024/06/05
Deciphering the neural mechanisms of miR-134 in major depressive disorder with population-based and person-specific imaging transcriptomic techniques 期刊论文
PSYCHIATRY RESEARCH, 2023, 卷号: 329, 页码: 12
作者:  Lou, Jing;  Liu, Kai;  Wen, Junyan;  He, Yini;  Sun, Yuqing;  Tian, Xiaohan;  Hu, Ke;  Deng, Yanjia;  Liu, Bing;  Wen, Ge
Adobe PDF(7406Kb)  |  收藏  |  浏览/下载:78/8  |  提交时间:2024/02/22
Major depressive disorder (MDD)  miR-134  Two -stage cross -scale imaging transcriptomic  analyses  Biomarkers  Multi-omics  
Exploiting nonlinear dendritic adaptive computation in training deep Spiking Neural Networks 期刊论文
Neural Networks, 2024, 卷号: 170, 页码: 190-201
作者:  Shen, Guobin;  Zhao, Dongcheng;  Zeng, Yi
Adobe PDF(2752Kb)  |  收藏  |  浏览/下载:109/22  |  提交时间:2024/02/22
Dendritic Nonlinearity  Dendritic Spatial Gating Module  Dendritic Temporal Adjust Module  Spiking Neural Networks  
Graph-Enhanced Emotion Neural Decoding 期刊论文
IEEE Transactions on Medical Imaging, 2023, 卷号: 42, 期号: 8, 页码: 2262 - 2273
作者:  Huang Zhongyu(黄中昱);  Du Changde(杜长德);  Wang Yingheng;  Fu Kaicheng(付铠城);  He Huiguang(何晖光)
Adobe PDF(6049Kb)  |  收藏  |  浏览/下载:319/67  |  提交时间:2023/05/05
Brain region  emotion  graph neural networks  neural decoding  representation  
BSNN: Towards faster and better conversion of artificial neural networks to spiking neural networks with bistable neurons 期刊论文
Frontiers in Neuroscience, 2022, 卷号: 16, 页码: 13
作者:  Li, Yang;  Zhao, Dongcheng;  Zeng, Yi
Adobe PDF(3930Kb)  |  收藏  |  浏览/下载:280/10  |  提交时间:2022/11/21
spiking neural network  bistability  neuromorphic computing  image classification  conversion  
Solving the spike feature information vanishing problem in spiking deep Q network with potential based normalization 期刊论文
FRONTIERS IN NEUROSCIENCE, 2022, 卷号: 16, 页码: 11
作者:  Sun, Yinqian;  Zeng, Yi;  Li, Yang
Adobe PDF(1561Kb)  |  收藏  |  浏览/下载:276/42  |  提交时间:2022/11/14
brain-inspired decision model  SDQN  reinforcement learning  potential normalization  spiking activity  
Spiking CapsNet: A spiking neural network with a biologically plausible routing rule between capsules 期刊论文
Information Sciences, 2022, 卷号: 610, 页码: 1-13
作者:  Zhao, Dongcheng;  Li, Yang;  Zeng, Yi;  Wang, Jihang;  Zhang, Qian
Adobe PDF(3233Kb)  |  收藏  |  浏览/下载:232/13  |  提交时间:2022/11/14
Spiking Neural Network  Capsual Neural Netowrk  Biologically Plausible Routing  Noise Robustness  Affine Transformation Robustness