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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:54/17  |  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:77/13  |  提交时间:2024/03/26
A prototype-based SPD matrix network for domain adaptation EEG emotion recognition 期刊论文
PATTERN RECOGNITION, 2021, 卷号: 110, 期号: 1, 页码: 12
作者:  Wang, Yixin;  Qiu, Shuang;  Ma, Xuelin;  He, Huiguang
Adobe PDF(2166Kb)  |  收藏  |  浏览/下载:482/134  |  提交时间:2021/01/06
EEG  Emotion recognition  Domain adaptation  SPD matrix  Riemannian manifold  Prototype learning  
Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 7, 页码: 3281-3293
作者:  Li, Jinpeng;  Qiu, Shuang;  Shen, Yuan-Yuan;  Liu, Cheng-Lin;  He, Huiguang
Adobe PDF(2274Kb)  |  收藏  |  浏览/下载:317/3  |  提交时间:2020/08/03
Brain modeling  Electroencephalography  Emotion recognition  Data models  Training  Calibration  Training data  Brain-computer interface  emotion recognition  transfer learning (TL)  
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:232/5  |  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  
Multisource Transfer Learning for Cross- Subject EEG Emotion Recognition 期刊论文
IEEE Transactions Cybernetics, 2019, 期号: online, 页码: online
作者:  Jinpeng Li;  Shuang Qiu;  Yuan-Yuan Shen;  Cheng-Lin Liu;  Huiguang He
Adobe PDF(3564Kb)  |  收藏  |  浏览/下载:802/357  |  提交时间:2019/05/09
Brain-computer Interface, Emotion Recognition, Transfer Learning  
Semi-supervised Deep Generative Modelling of Incomplete Multi-Modality Emotional Data 会议论文
, Seoul, Republic of Korea, October 22--26, 2018
作者:  Du Changde;  Du Changying;  Wang Hao;  Li Jinpeng;  Zheng Wei-Long;  Lu Bao-Liang;  He Huiguang
Adobe PDF(1217Kb)  |  收藏  |  浏览/下载:475/176  |  提交时间:2019/05/06
Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition 期刊论文
COGNITIVE COMPUTATION, 2018, 卷号: 10, 期号: 2, 页码: 368-380
作者:  Li, Jinpeng;  Zhang, Zhaoxiang;  He, Huiguang
Adobe PDF(1800Kb)  |  收藏  |  浏览/下载:540/241  |  提交时间:2018/08/07
Affective Brain-computer Interface  Emotion Recognition  Brain Wave  Deep Learning  Eeg