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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：42/13  |  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：39/6  |  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  
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：217/57  |  提交时间：2023/05/31
Vigilance Estimation  Multimodal  EEG  EOG  Rapid Serial Visual Presentation  
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, 卷号: 45, 期号: 9, 页码: 10760 - 10777
作者:  Du Changde(杜长德);  Fu Kaicheng(付铠城);  Li Jinpeng(李劲鹏);  He Huiguang(何晖光)
Adobe PDF(4669Kb)  |  收藏  |  浏览/下载：433/73  |  提交时间：2023/05/05
Brain-visual-linguistic embedding  generic neural decoding  multimodal learning  mutual information maximization  
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：199/45  |  提交时间：2023/01/17
Multi-Modal Domain Adaptation Variational Auto-encoder 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:  Wang, Yixin;  Qiu, Shuang;  Li, Dan;  Du, Changde;  Lu, Bao-Liang;  He, Huiguang
收藏  |  浏览/下载：210/0  |  提交时间：2022/11/14
Cycle-consistency  domain adaptation  electroencephalograph (EEG)  multi modality  variational autoencoder  
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：301/77  |  提交时间：2022/08/19
Cycle-consistency  domain adaptation  electroencephalograph (EEG)  multi modality  variational autoencoder  
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：433/165  |  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  
Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity 期刊论文
IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2020, 卷号: 12, 期号: 2, 页码: 344-353
作者:  Li, Jinpeng;  Qiu, Shuang;  Du, Changde;  Wang, Yixin;  He, Huiguang
Adobe PDF(2274Kb)  |  收藏  |  浏览/下载：225/2  |  提交时间：2020/08/03
Electroencephalography  Brain modeling  Emotion recognition  Adaptation models  Training  Feature extraction  Neural networks  Domain adaptation  electroencephalogram (EEG)  emotion recognition  neural network  transfer 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：360/46  |  提交时间：2019/12/16
Deep neural network (DNN)  image reconstruction  multiview learning  neural decoding  variational Bayesian inference