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Multimodal motor imagery decoding method based on temporal spatial feature alignment and fusion 期刊论文
Journal of Neural Engineering, 2023, 卷号: 20, 期号: 2, 页码: 026009
作者:  Zhang,Yukun;  Qiu,Shuang;  He,Huiguang
Adobe PDF(16882Kb)  |  收藏  |  浏览/下载：163/23  |  提交时间：2023/05/31
brain-computer interface  motor imagery  multimodal  EEG-fNIRS  center loss  
Semi-supervised cross-modal image generation with generative adversarial networks 期刊论文
Pattern Recognition, 2020, 卷号: 100, 页码: 107085
作者:  Li D(李丹);  Du CD(杜长德);  He HG(何晖光)
Adobe PDF(4031Kb)  |  收藏  |  浏览/下载：138/38  |  提交时间：2023/05/05
Neural Encoding and Decoding with a Flow-based Invertible Generative Model 期刊论文
IEEE Transactions on Cognitive and Developmental Systems (TCDS), 2023, 卷号: 15, 期号: 2, 页码: 724-736
作者:  Qiongyi Zhou;  Changde Du;  Dan Li;  Haibao Wang;  Jian K. Liu;  Huiguang He
Adobe PDF(2505Kb)  |  收藏  |  浏览/下载：266/91  |  提交时间：2023/01/17
Structured Neural Decoding With Multitask Transfer Learning of Deep Neural Network Representations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 卷号: 33, 期号: 2, 页码: 600-614
作者:  Du, Changde;  Du, Changying;  Huang, Lijie;  Wang, Haibao;  He, Huiguang
Adobe PDF(8742Kb)  |  收藏  |  浏览/下载：442/166  |  提交时间：2022/03/17
Decoding  Image reconstruction  Functional magnetic resonance imaging  Visualization  Task analysis  Brain  Correlation  Deep neural network (DNN)  functional magnetic resonance imaging (fMRI)  image reconstruction  multioutput regression  neural decoding  
Multimodal deep generative adversarial models for scalable doubly semi-supervised learning 期刊论文
INFORMATION FUSION, 2021, 卷号: 68, 页码: 118-130
作者:  Du, Changde;  Du, Changying;  He, Huiguang
Adobe PDF(2917Kb)  |  收藏  |  浏览/下载：233/42  |  提交时间：2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning  
Multi-subject data augmentation for target subject semantic decoding with deep multi-view adversarial learning 期刊论文
INFORMATION SCIENCES, 2021, 卷号: 547, 页码: 1025-1044
作者:  Li, Dan;  Du, Changde;  Wang, Shengpei;  Wang, Haibao;  He, Huiguang
Adobe PDF(2428Kb)  |  收藏  |  浏览/下载：384/59  |  提交时间：2021/03/02
Data augmentation  Semantic decoding  Multi-view adversarial learning  Sparse reconstruction relation  
Reducing Calibration Efforts in RSVP Tasks With Multi-Source Adversarial Domain Adaptation 期刊论文
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 卷号: 28, 期号: 11, 页码: 2344-2355
作者:  Wei, Wei;  Qiu, Shuang;  Ma, Xuelin;  Li, Dan;  Wang, Bo;  He, Huiguang
浏览  |  Adobe PDF(2448Kb)  |  收藏  |  浏览/下载：424/112  |  提交时间：2021/01/06
Electroencephalography  Calibration  Correlation  Brain modeling  Task analysis  Feature extraction  Visualization  EEG  RSVP-based BCI  calibration reduction  multi-source domain adaptation  correlation metric learning  
Reconstructing Perceived Images From Human Brain Activities With Bayesian Deep Multiview Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 8, 页码: 2310-2323
作者:  Du, Changde;  Du, Changying;  Huang, Lijie;  He, Huiguang
Adobe PDF(3773Kb)  |  收藏  |  浏览/下载：370/48  |  提交时间：2019/12/16
Deep neural network (DNN)  image reconstruction  multiview learning  neural decoding  variational Bayesian inference  
Brain Encoding and Decoding in fMRI with Bidirectional Deep Generative Models 期刊论文
Engineering, 2019, 期号: 0, 页码: 1-8
作者:  Du Changde;  Li Jinpeng;  Huang Lijie;  He Huiguang
浏览  |  Adobe PDF(497Kb)  |  收藏  |  浏览/下载：549/184  |  提交时间：2019/05/06
Brain Encoding And Decoding  Fmri  Deep Neural Networks  Deep Generative Models  Dual Learning  
Reconstructing Perceived Images from Human Brain Activities with Bayesian Deep Multi-view Learning 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2018, 期号: 0, 页码: 1-14
作者:  Du Changde;  Du Changying;  Huang Lijie;  He Huiguang
浏览  |  Adobe PDF(3843Kb)  |  收藏  |  浏览/下载：511/211  |  提交时间：2019/05/05
Deep Neural Network  Multi-view Learning  Variational Bayesian Inference  Neural Decoding  Image Reconstruction