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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:172/26  |  提交时间:2023/05/31
brain-computer interface  motor imagery  multimodal  EEG-fNIRS  center loss  
Conditional Generative Neural Decoding with Structured CNN Feature Prediction 会议论文
, 美国, 2020-4
作者:  Du CD(杜长德);  Du CY(杜长营);  He HG(何晖光)
Adobe PDF(1813Kb)  |  收藏  |  浏览/下载:121/33  |  提交时间:2023/05/05
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:145/39  |  提交时间:2023/05/05
Doubly Semi-Supervised Multimodal Adversarial Learning for Classification, Generation and Retrieval 会议论文
, 上海, 2019/7/8
作者:  Du CD(杜长德);  Du CY(杜长营);  He HG(何晖光)
Adobe PDF(636Kb)  |  收藏  |  浏览/下载:126/43  |  提交时间:2023/05/05
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:453/169  |  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  
A Transfer Learning Framework for RSVP-based Brain Computer Interface 会议论文
, Montreal, QC, Canada, 20-24 July 2020
作者:  Wei Wei;  Qiu Shuang;  Ma Xuelin;  Li Dan;  Zhang Chuncheng;  He Huiguang
Adobe PDF(2915Kb)  |  收藏  |  浏览/下载:319/87  |  提交时间:2021/05/27
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:238/43  |  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:394/62  |  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:432/116  |  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:375/48  |  提交时间:2019/12/16
Deep neural network (DNN)  image reconstruction  multiview learning  neural decoding  variational Bayesian inference