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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:5/2  |  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:34/5  |  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:42/17  |  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:210/53  |  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:258/86  |  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:198/52  |  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:194/42  |  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: 1-15
作者:  Fu, Kaicheng;  Du, Changde;  Wang, Shengpei;  He, Huiguang
Adobe PDF(4570Kb)  |  收藏  |  浏览/下载:300/71  |  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:294/73  |  提交时间:2022/08/19
Cycle-consistency  domain adaptation  electroencephalograph (EEG)  multi modality  variational autoencoder