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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：19/2  |  提交时间：2024/05/28
CNN-brain Alignment  Brain-guided Deep Learning  Video Emotion Recognition  Representation Similarity Analysis  
Topographic representation of visually evoked emotional experiences in the human cerebral cortex 期刊论文
iScience, 2023, 卷号: 26, 期号: 9, 页码: 1-18
作者:  Du, Changde;  Fu, Kaicheng;  Wen, Bincheng;  He, Huiguang
Adobe PDF(7257Kb)  |  收藏  |  浏览/下载：41/1  |  提交时间：2024/03/26
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：411/68  |  提交时间：2023/05/05
Brain-visual-linguistic embedding  generic neural decoding  multimodal learning  mutual information maximization  
Graph-Enhanced Emotion Neural Decoding 期刊论文
IEEE Transactions on Medical Imaging, 2023, 卷号: 42, 期号: 8, 页码: 2262 - 2273
作者:  Huang Zhongyu(黄中昱);  Du Changde(杜长德);  Wang Yingheng;  Fu Kaicheng(付铠城);  He Huiguang(何晖光)
Adobe PDF(6049Kb)  |  收藏  |  浏览/下载：270/57  |  提交时间：2023/05/05
Brain region  emotion  graph neural networks  neural decoding  representation  
Dynamic Domain Adaptation for Class-Aware Cross-Subject and Cross-Session EEG Emotion Recognition 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2022, 卷号: 26, 期号: 12, 页码: 5964-5973
作者:  Li, Zhunan;  Zhu, Enwei;  Jin, Ming;  Fan, Cunhang;  He, Huiguang;  Cai, Ting;  Li, Jinpeng
收藏  |  浏览/下载：246/0  |  提交时间：2023/02/22
Brain-computer interface  emotion recognition  transfer learning  domain adaptation  
Driving brain state transitions in major depressive disorder through external stimulation 期刊论文
Human Brain Mapping, 2022, 卷号: 43, 期号: 17, 页码: 5326-5339
作者:  Shengpei Wang;  Hongwei Wen;  Shuang Qiu;  Peng Xie;  Jiang Qiu;  Huiguang He
Adobe PDF(3245Kb)  |  收藏  |  浏览/下载：230/68  |  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：283/67  |  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 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：197/0  |  提交时间：2022/11/14
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：417/161  |  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  
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：212/38  |  提交时间：2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning