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TFF-Former: Temporal-frequency fusion transformer for zero-training decoding of two BCI tasks 会议论文
, Lisboa Portugal, October 10 - 14, 2022
作者:  Li XJ(李叙锦);  Wei W(魏玮);  Qiu S(邱爽);  He HG(何晖光)
Adobe PDF(1941Kb)  |  收藏  |  浏览/下载：29/8  |  提交时间：2024/06/11
Improved Video Emotion Recognition with Alignment of CNN and Human Brain Representations 期刊论文
IEEE Transactions on Affective Computing, 2023, 页码: 1-15
作者:  Fu, Kaicheng;  Du, Changde;  Wang, Shengpei;  He, Huiguang
Adobe PDF(3907Kb)  |  收藏  |  浏览/下载：67/23  |  提交时间：2024/05/28
CNN-brain Alignment  Brain-guided Deep Learning  Video Emotion Recognition  Representation Similarity Analysis  
Exploring the Brain-like Properties of Deep Neural Networks: A Neural Encoding Perspective 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 5, 页码: 439-455
作者:  Qiongyi Zhou;  Changde Du;  Huiguang He
Adobe PDF(7698Kb)  |  收藏  |  浏览/下载：57/12  |  提交时间：2024/04/23
Convolutional neural network (CNN)  vision transformer (ViT)  multi-modal networks  spatial-temporal networks  visual neural encoding  brain-like neural networks  
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  
Exploring the brain-like properties of deep neural networks: a neural encoding perspective 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 5, 页码: 439-455
作者:  Qiongyi Zhou;  Changde Du;  Huiguang He
Adobe PDF(6004Kb)  |  收藏  |  浏览/下载：214/50  |  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：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  
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  
Learning "What" and "Where": An Interpretable Neural Encoding Model 会议论文
, Budapest, Hungary, July 14-19, 2019
作者:  Wang, Haibao;  Huang, Lijie;  Du, Changde;  He, Huiguang
浏览  |  Adobe PDF(865Kb)  |  收藏  |  浏览/下载：270/53  |  提交时间：2020/06/10
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  
Improving EEG-Based Motor Imagery Classification via Spatial and Temporal Recurrent Neural Networks 会议论文
, Honolulu, HI, USA, 18-21 July 2018
作者:  Ma, Xuelin;  Qiu, Shuang;  Du, Changde;  Xing, Jiezhen;  He, Huiguang
浏览  |  Adobe PDF(1020Kb)  |  收藏  |  浏览/下载：429/171  |  提交时间：2019/10/11