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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：59/12  |  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  
Graph Emotion Decoding from Visually Evoked Neural Responses 会议论文
, Singapore, 2022/9/18
作者:  Huang ZY(黄中昱);  Du CD(杜长德);  Wang YH;  He HG(何晖光)
Adobe PDF(656Kb)  |  收藏  |  浏览/下载：192/68  |  提交时间：2023/05/05
Simultaneous neural spike encoding and decoding based on cross-modal dual deep generative model 会议论文
, Glasgow, United Kingdom, 2020/7/19
作者:  Qiongyi Zhou;  Changde Du;  Dan Li;  Haibao Wang;  Jian K. Liu;  Huiguang He
Adobe PDF(4135Kb)  |  收藏  |  浏览/下载：157/56  |  提交时间：2023/05/05
Deep Modality Assistance Co-Training Network for Semi-Supervised Multi-Label Semantic Decoding 期刊论文
IEEE Transactions on Multimedia, 2022, 卷号: 24, 页码: 3287-3299
作者:  Dan Li;  Changde Du;  Haibao Wang;  Qiongyi Zhou;  Huiguang He
Adobe PDF(2627Kb)  |  收藏  |  浏览/下载：282/90  |  提交时间：2023/01/17
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：275/95  |  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：214/50  |  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：322/85  |  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：454/169  |  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：239/44  |  提交时间：2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning  
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：396/63  |  提交时间：2021/03/02
Data augmentation  Semantic decoding  Multi-view adversarial learning  Sparse reconstruction relation