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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：21/5  |  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  
VigilanceNet: Decouple Intra- and Inter-Modality Learning for Multimodal Vigilance Estimation in RSVP-Based BCI 会议论文
, Lisboa, Portugal, 2022-10-10
作者:  Cheng XY(程昕钰);  Wei W(魏玮);  Du CD(杜长德);  Qiu S(邱爽);  Tian SL(田三力);  Ma XJ(马小军);  He HG(何晖光)
Adobe PDF(2488Kb)  |  收藏  |  浏览/下载：197/52  |  提交时间：2023/05/31
Vigilance Estimation  Multimodal  EEG  EOG  Rapid Serial Visual Presentation  
Multimodal motor imagery decoding method based on temporal spatial feature alignment and fusion 期刊论文
Journal of Neural Engineering, 2023, 卷号: 20, 期号: 2, 页码: 026009
作者:  Zhang,Yukun;  Qiu,Shuang;  He,Huiguang
Adobe PDF(16882Kb)  |  收藏  |  浏览/下载：132/23  |  提交时间：2023/05/31
brain-computer interface  motor imagery  multimodal  EEG-fNIRS  center loss  
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, 页码: 1-17
作者:  Du CD(杜长德);  Fu KC(付铠成);  Li JP(李劲鹏);  He HG(何晖光)
Adobe PDF(4669Kb)  |  收藏  |  浏览/下载：391/67  |  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：243/83  |  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：179/39  |  提交时间：2023/01/17
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: 15
作者:  Fu, Kaicheng;  Du, Changde;  Wang, Shengpei;  He, Huiguang
Adobe PDF(4570Kb)  |  收藏  |  浏览/下载：263/66  |  提交时间：2022/12/27
Decoding  Brain modeling  Functional magnetic resonance imaging  Predictive models  Emotion recognition  Dimensionality reduction  Pattern recognition  Fine-grained emotion decoding  multi-label learning  multi-view learning  product of experts (PoEs)  variational autoencoder  
Bidirectional Siamese correlation analysis method for enhancing the detection of SSVEPs 期刊论文
JOURNAL OF NEURAL ENGINEERING, 2022, 卷号: 19, 期号: 4, 页码: 20
作者:  Zhang, Xinyi;  Qiu, Shuang;  Zhang, Yukun;  Wang, Kangning;  Wang, Yijun;  He, Huiguang
收藏  |  浏览/下载：187/0  |  提交时间：2022/09/19
brain-computer interface (BCI)  electroencephalogram (EEG)  deep learning  steady-state visual evoked potential (SSVEP)  
Boundary Aware U-Net for Retinal Layers Segmentation in Optical Coherence Tomography Images 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2021, 卷号: 25, 期号: 8, 页码: 0-0
作者:  Bo,Wang;  Wei,Wei;  Shuang,Qiu;  Shengpei,Wang;  Huiguang,He
Adobe PDF(23227Kb)  |  收藏  |  浏览/下载：259/35  |  提交时间：2021/06/21
Retinal layers segmentation  Boundary detection  OCT  BAU-Net  Topology guarantee loss  
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：207/37  |  提交时间：2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning