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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：15/1  |  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：39/1  |  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：410/68  |  提交时间：2023/05/05
Brain-visual-linguistic embedding  generic neural decoding  multimodal learning  mutual information maximization  
Semi-supervised cross-modal image generation with generative adversarial networks 期刊论文
Pattern Recognition, 2020, 卷号: 100, 页码: 107085
作者:  Li D(李丹);  Du CD(杜长德);  He HG(何晖光)
Adobe PDF(4031Kb)  |  收藏  |  浏览/下载：114/34  |  提交时间：2023/05/05
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：268/56  |  提交时间：2023/05/05
Brain region  emotion  graph neural networks  neural decoding  representation  
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：279/66  |  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：195/0  |  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：415/160  |  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  
Neural Encoding for Human Visual Cortex With Deep Neural Networks Learning "What" and "Where" 期刊论文
IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2021, 卷号: 13, 期号: 4, 页码: 827-840
作者:  Wang, Haibao;  Huang, Lijie;  Du, Changde;  Li, Dan;  Wang, Bo;  He, Huiguang
收藏  |  浏览/下载：213/0  |  提交时间：2022/01/27
Visualization  Feature extraction  Encoding  Brain modeling  Biological neural networks  Sociology  Statistics  Deep neural network (DNN)  neural encoding  regularization  "what" and "where"  
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：211/37  |  提交时间：2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning