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Decoding Visual Neural Representations by Multimodal Learning of Brain-Visual-Linguistic Features 期刊论文
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023, 卷号: 45, 期号: 9, 页码: 10760 - 10777
作者:  Du Changde(杜长德);  Fu Kaicheng(付铠城);  Li Jinpeng(李劲鹏);  He Huiguang(何晖光)
Adobe PDF(4669Kb)  |  收藏  |  浏览/下载：411/68  |  提交时间：2023/05/05
Brain-visual-linguistic embedding  generic neural decoding  multimodal learning  mutual information maximization  
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：241/82  |  提交时间：2023/01/17
Driving brain state transitions in major depressive disorder through external stimulation 期刊论文
Human Brain Mapping, 2022, 卷号: 43, 期号: 17, 页码: 5326-5339
作者:  Shengpei Wang;  Hongwei Wen;  Shuang Qiu;  Peng Xie;  Jiang Qiu;  Huiguang He
Adobe PDF(3245Kb)  |  收藏  |  浏览/下载：230/68  |  提交时间：2023/01/17
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：360/53  |  提交时间：2021/03/02
Data augmentation  Semantic decoding  Multi-view adversarial learning  Sparse reconstruction relation  
A prototype-based SPD matrix network for domain adaptation EEG emotion recognition 期刊论文
PATTERN RECOGNITION, 2021, 卷号: 110, 期号: 1, 页码: 12
作者:  Wang, Yixin;  Qiu, Shuang;  Ma, Xuelin;  He, Huiguang
Adobe PDF(2166Kb)  |  收藏  |  浏览/下载：452/129  |  提交时间：2021/01/06
EEG  Emotion recognition  Domain adaptation  SPD matrix  Riemannian manifold  Prototype 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：346/43  |  提交时间：2019/12/16
Deep neural network (DNN)  image reconstruction  multiview learning  neural decoding  variational Bayesian inference  
Multisource Transfer Learning for Cross- Subject EEG Emotion Recognition 期刊论文
IEEE Transactions Cybernetics, 2019, 期号: online, 页码: online
作者:  Jinpeng Li;  Shuang Qiu;  Yuan-Yuan Shen;  Cheng-Lin Liu;  Huiguang He
Adobe PDF(3564Kb)  |  收藏  |  浏览/下载：772/352  |  提交时间：2019/05/09
Brain-computer Interface, Emotion Recognition, Transfer Learning  
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：523/176  |  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：493/207  |  提交时间：2019/05/05
Deep Neural Network  Multi-view Learning  Variational Bayesian Inference  Neural Decoding  Image Reconstruction