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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：25/5  |  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  
Conditional Generative Neural Decoding with Structured CNN Feature Prediction 会议论文
, 美国, 2020-4
作者:  Du CD(杜长德);  Du CY(杜长营);  He HG(何晖光)
Adobe PDF(1813Kb)  |  收藏  |  浏览/下载：91/24  |  提交时间：2023/05/05
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  
Neural Encoding and Decoding with a Flow-based Invertible Generative Model 期刊论文
IEEE Transactions on Cognitive and Developmental Systems (TCDS), 2023, 卷号: 15, 期号: 2, 页码: 724-736
作者:  Qiongyi Zhou;  Changde Du;  Dan Li;  Haibao Wang;  Jian K. Liu;  Huiguang He
Adobe PDF(2505Kb)  |  收藏  |  浏览/下载：241/82  |  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：181/39  |  提交时间：2023/01/17
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：276/65  |  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：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  
EEG-Based Emotion Recognition with Similarity Learning Network 会议论文
, 德国柏林, 2019/07
作者:  Yixin Wang;  Shuang Qiu;  Jinpeng Li;  Xuelin Ma;  Zhiyue Liang;  Hui Li;  Huiguang He
Adobe PDF(1120Kb)  |  收藏  |  浏览/下载：215/64  |  提交时间：2021/06/21
EEG-Based Emotion Recognition with Prototype-Based Data Representation 会议论文
, 德国柏林, 2019/07
作者:  Yixin Wang;  Shuang Qiu;  Chen Zhao;  Weijie Yang;  Jinpeng Li;  Xuelin Ma;  Huiguang He
Adobe PDF(1275Kb)  |  收藏  |  浏览/下载：233/67  |  提交时间：2021/06/21
Multi-subject data augmentation for target subject semantic decoding with deep multi-view adversarial learning 期刊论文
INFORMATION SCIENCES, 2021, 卷号: 547, 页码: 1025-1044
作者:  Li, Dan;  Du, Changde;  Wang, Shengpei;  Wang, Haibao;  He, Huiguang
Adobe PDF(2428Kb)  |  收藏  |  浏览/下载：360/53  |  提交时间：2021/03/02
Data augmentation  Semantic decoding  Multi-view adversarial learning  Sparse reconstruction relation