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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:55/12  |  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  
Sharing Weights in Shallow Layers via Rotation Group Equivariant Convolutions 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 2, 页码: 115-126
作者:  Zhiqiang Chen;  Ting-Bing Xu;  Jinpeng Li;  Huiguang He
Adobe PDF(1272Kb)  |  收藏  |  浏览/下载:68/24  |  提交时间:2024/04/23
Convolutional neural networks (CNNs)  group equivariance  higher-degree weight sharing  parameter efficiency  
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:185/64  |  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:447/76  |  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:309/65  |  提交时间:2023/05/05
Brain region  emotion  graph neural networks  neural decoding  representation  
Sharing Weights in Shallow Layers via Rotation Group Equivariant Convolutions 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 2, 页码: 115-126
作者:  Zhiqiang Chen;  Ting-Bing Xu;  Jinpeng Li;  Huiguang He
Adobe PDF(978Kb)  |  收藏  |  浏览/下载:219/58  |  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:274/95  |  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:211/49  |  提交时间:2023/01/17
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:391/62  |  提交时间:2021/03/02
Data augmentation  Semantic decoding  Multi-view adversarial learning  Sparse reconstruction relation  
Learning "What" and "Where": An Interpretable Neural Encoding Model 会议论文
, Budapest, Hungary, July 14-19, 2019
作者:  Wang, Haibao;  Huang, Lijie;  Du, Changde;  He, Huiguang
浏览  |  Adobe PDF(865Kb)  |  收藏  |  浏览/下载:267/52  |  提交时间:2020/06/10