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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：128/21  |  提交时间：2023/05/31
brain-computer interface  motor imagery  multimodal  EEG-fNIRS  center loss  
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, 页码: 1-17
作者:  Du CD(杜长德);  Fu KC(付铠成);  Li JP(李劲鹏);  He HG(何晖光)
Adobe PDF(4669Kb)  |  收藏  |  浏览/下载：388/67  |  提交时间：2023/05/05
Deep Modality Assistance Co-Training Network for Semi-Supervised Multi-Label Semantic Decoding 期刊论文
IEEE Transactions on Multimedia, 2022, 卷号: 24, 页码: 3287-3299
作者:  Dan Li;  Changde Du;  Haibao Wang;  Qiongyi Zhou;  Huiguang He
Adobe PDF(2627Kb)  |  收藏  |  浏览/下载：239/82  |  提交时间：2023/01/17
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：236/82  |  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：223/67  |  提交时间：2023/01/17
Dynamic Weighted Filter Bank Domain Adaptation for Motor Imagery Brain-Computer Interfaces 期刊论文
IEEE Transactions on Cognitive and Developmental Systems (TCDS), 2022, 页码: 1-1
作者:  Yukun Zhang;  Shuang Qiu;  Wei Wei;  Xuelin Ma;  Huiguang H
Adobe PDF(1058Kb)  |  收藏  |  浏览/下载：207/62  |  提交时间：2023/01/17
Multi-View Multi-Label Fine-Grained Emotion Decoding From Human Brain Activity 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 15
作者:  Fu, Kaicheng;  Du, Changde;  Wang, Shengpei;  He, Huiguang
Adobe PDF(4570Kb)  |  收藏  |  浏览/下载：261/66  |  提交时间：2022/12/27
Decoding  Brain modeling  Functional magnetic resonance imaging  Predictive models  Emotion recognition  Dimensionality reduction  Pattern recognition  Fine-grained emotion decoding  multi-label learning  multi-view learning  product of experts (PoEs)  variational autoencoder  
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：207/37  |  提交时间：2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning  
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：446/128  |  提交时间：2021/01/06
EEG  Emotion recognition  Domain adaptation  SPD matrix  Riemannian manifold  Prototype learning  
Multi-channel EEG recording during motor imagery of different joints from the same limb 期刊论文
SCIENTIFIC DATA, 2020, 卷号: 7, 期号: 1, 页码: 9
作者:  Ma, Xuelin;  Qiu, Shuang;  He, Huiguang
浏览  |  Adobe PDF(3879Kb)  |  收藏  |  浏览/下载：330/66  |  提交时间：2020/08/03
brain-computer interface, motor imagery, same limb