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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:14/4  |  提交时间:2024/06/11
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:42/6  |  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  
Sharing Weights in Shallow Layers via Rotation Group Equivariant Convolutions 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 2, 页码: 115-126
作者:  Zhiqiang Chen;  Ting-Bing Xu;  Jinpeng Li;  Huiguang He
Adobe PDF(1272Kb)  |  收藏  |  浏览/下载:55/20  |  提交时间:2024/04/23
Convolutional neural networks (CNNs)  group equivariance  higher-degree weight sharing  parameter efficiency  
VigilanceNet: Decouple Intra- and Inter-Modality Learning for Multimodal Vigilance Estimation in RSVP-Based BCI 会议论文
, Lisboa, Portugal, 2022-10-10
作者:  Cheng XY(程昕钰);  Wei W(魏玮);  Du CD(杜长德);  Qiu S(邱爽);  Tian SL(田三力);  Ma XJ(马小军);  He HG(何晖光)
Adobe PDF(2488Kb)  |  收藏  |  浏览/下载:226/59  |  提交时间:2023/05/31
Vigilance Estimation  Multimodal  EEG  EOG  Rapid Serial Visual Presentation  
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:267/87  |  提交时间:2023/01/17
Sharing Weights in Shallow Layers via Rotation Group Equivariant Convolutions 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 2, 页码: 115-126
作者:  Zhiqiang Chen;  Ting-Bing Xu;  Jinpeng Li;  Huiguang He
Adobe PDF(978Kb)  |  收藏  |  浏览/下载:210/56  |  提交时间:2023/01/17
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:203/46  |  提交时间:2023/01/17
Adaptive and Maladaptive Brain Functional Network Reorganization After Stroke in Hemianopia Patients: An Electroencephalogram-Tracking Study 期刊论文
Brain Connect, 2022, 卷号: 12, 期号: 8, 页码: 725-739
作者:  Jiahua Xu;  Mircea Ariel Schoenfeld;  Paolo M. Rossini;  Turgut Tatlisumak;  Andreas Nürnberger;  Andrea Antal;  Huiguang He;  Ying Gao;  Bernhard A. Sabel
Adobe PDF(1653Kb)  |  收藏  |  浏览/下载:220/37  |  提交时间:2023/01/17
brain connectivity  brain connectome  brain network reorganization  occipital stroke  plasticity  stroke  visual cortex  visual field  visio  
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: 1-15
作者:  Fu, Kaicheng;  Du, Changde;  Wang, Shengpei;  He, Huiguang
Adobe PDF(4570Kb)  |  收藏  |  浏览/下载:311/73  |  提交时间:2022/12/27
Fine-grained Emotion Decoding  Multi-view Learning  Multi-label Learning  Variational Autoencoder  Product of Experts  
Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 9, 页码: 1612-1626
作者:  Yixin Wang;  Shuang Qiu;  Dan Li;  Changde Du;  Bao-Liang Lu;  Huiguang He
Adobe PDF(1908Kb)  |  收藏  |  浏览/下载:305/79  |  提交时间:2022/08/19
Cycle-consistency  domain adaptation  electroencephalograph (EEG)  multi modality  variational autoencoder