脑机接口 / BCI

Multi-Channel Differential Transformer for Cross-Domain Sleep Stage Classification with Heterogeneous EEG and EOG

Benjamin Wei Hao Chin, Yuin Torng Yew, Haocheng Wu, Lanxin Liang, Chow Khuen Chan, Norita Mohd Zain, Siti Balqis Samdin, Sim Kuan Goh

机构 * School of Artificial Intelligence and Robotics, Xiamen University Malaysia（厦门大学马来西亚分校人工智能与机器人学院） ； Department of Biomedical Engineering, Universiti Malaya（马来亚大学生物医学工程系） ； Department of Biomedical Engineering and Health Sciences, Universiti Teknologi Malaysia（马来西亚理工学院生物医学工程与健康科学系） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments SleepDIFFormer 8 Pages

CoSupFormer : A Contrastive Supervised learning approach for EEG signal Classification

D. Darankoum, C. Habermacher, J. Volle, S. Grudinin

机构 * Univ. Grenoble Alpes（格拉诺布尔阿尔卑斯大学） ； CNRS（法国国家科学研究中心） ； Grenoble INP（格拉诺布尔国立应用科学学院） ； LJK（实验室） ； SynapCell SAS（SynapCell公司） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments 20 pages (14 pages Main text and 6 pages Supplementary Material)

Bridging Privacy and Utility: Synthesizing anonymized EEG with constraining utility functions

Kay Fuhrmeister, Arne Pelzer, Fabian Radke, Julia Lechinger, Mahzad Gharleghi, Thomas Köllmer, Insa Wolf

机构 * Fraunhofer Institute for Digital Media Technology IDMT（弗劳恩霍夫数字媒体技术研究所IDMT） ； University Hospital Schleswig-Holstein（石勒苏益格-荷尔斯泰因大学医院） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Dynamic Vision from EEG Brain Recordings, How much does EEG know?

Prajwal Singh, Anupam Sharma, Pankaj Pandey, Krishna Miyapuram, Shanmuganathan Raman

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

SPICED: A Synaptic Homeostasis-Inspired Framework for Unsupervised Continual EEG Decoding

Yangxuan Zhou, Sha Zhao, Jiquan Wang, Haiteng Jiang, Shijian Li, Tao Li, Gang Pan

机构 * State Key Laboratory of Brain-machine Intelligence（脑机智能国家重点实验室） ； College of Computer Science and Technology（计算机科学与技术学院） ； Department of Neurobiology, Affiliated Mental Health Center & Hangzhou Seventh People’s Hospital（神经生物学系、附属心理健康中心及杭州市第七人民医院） ； MOE Frontier Science Center for Brain Science and Brain-machine Integration（教育部脑科学与脑机整合前沿科学中心） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments 21 pages, 13 figures

IEFS-GMB: Gradient Memory Bank-Guided Feature Selection Based on Information Entropy for EEG Classification of Neurological Disorders

Liang Zhang, Hanyang Dong, Jia-Hong Gao, Yi Sun, Kuntao Xiao, Wanli Yang, Zhao Lv, Shurong Sheng

机构 * Institute of Artificial Intelligence, Heifei Comprehensive National Science Center（人工智能研究院） ； School of Artificial Intelligence, Anhui University（人工智能学院） ； McGovern Institute for Brain Research, Peking University（脑科学研究院） ； Center for MRI Research, Academy for Advanced Interdisciplinary Studies, Peking University（磁共振研究中心） ； Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University（多模态认知计算重点实验室） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping

Yamin Li, Ange Lou, Ziyuan Xu, Shengchao Zhang, Shiyu Wang, Dario J. Englot, Soheil Kolouri, Daniel Moyer, Roza G. Bayrak, Catie Chang

机构 * Vanderbilt University（范德比尔特大学） ； Vanderbilt University Medical Center（范德比尔特大学医学中心） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments This preprint has been accepted to NeurIPS 2024

Accuracy-Constrained CNN Pruning for Efficient and Reliable EEG-Based Seizure Detection

Mounvik K, N Harshit

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Detecting Blinks in Healthy and Parkinson's EEG: A Deep Learning Perspective

Artem Lensky, Yiding Qiu

机构 * School of Engineering and Technology, University of New South Wales, Canberra ACT, Australia（工程与技术学院，新南威尔士大学，澳大利亚堪培拉ACT） ； School of Biomedical Engineering, University of Sydney, NSW, Sydney, Australia（生物医学工程学院，悉尼大学，澳大利亚新州悉尼） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

EEGDM: EEG Representation Learning via Generative Diffusion Model

Jia Hong Puah, Sim Kuan Goh, Ziwei Zhang, Zixuan Ye, Chow Khuen Chan, Kheng Seang Lim, Si Lei Fong, Kok Sin Woon, Cuntai Guan

机构 * School of Artificial Intelligence and Robotics, Xiamen University Malaysia（厦门大学马来西亚分校人工智能与机器人学院） ； School of Energy and Chemical Engineering, Xiamen University Malaysia（厦门大学马来西亚分校能源与化学工程学院） ； Department of Biomedical Engineering, Universiti Malaya（马来亚大学生物医学工程系） ； Department of Medicine, Universiti Malaya（马来亚大学医学系） ； Thrust of Carbon Neutrality and Climate Change, Hong Kong University of Science and Technology (Guangzhou)（香港科学与艺术大学（广州）碳中和与气候变化研究方向） ； College of Computing & Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments EEGDM Preprint 10 Pages

Sleep Disorder Diagnosis Using EEG Signals and LSTM Deep Learning Method

Mohammad Reza Yousefi, Reza Rahimi

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Comments 15 pages

MMOC: Self-Supervised EEG Emotion Recognition Framework with Multi-Model Online Collaboration

Hanqi Wang, Yang Liu, Peng Ye, Liang Song

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Comments This manuscript submitted an incomplete version. The part about online fine-tuning was not integrated into the paper. This was overlooked by the writer

Spatiotemporal EEG-Based Emotion Recognition Using SAM Ratings from Serious Games with Hybrid Deep Learning

Abdul Rehman, Ilona Heldal, Jerry Chun-Wei Lin

机构 * Department of Computer Science, Electrical Engineering and Mathematical Sciences, Western Norway University of Applied Sciences（计算机科学、电气工程与数学科学系，西挪威应用科学大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Foundation Models for Cross-Domain EEG Analysis Application: A Survey

Hongqi Li, Yitong Chen, Yujuan Wang, Weihang Ni, Haodong Zhang

机构 * School of Software, Northwestern Polytechnical University（软件学院，西北工业大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Comments Submitted to IEEE Journals

MCLPD:Multi-view Contrastive Learning for EEG-based PD Detection Across Datasets

Qian Zhang, Ruilin Zhang, Jun Xiao, Yifan Liu, Zhe Wang

机构 * Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, Shanghai, P. R. China（能源化学过程智能制造重点实验室，教育部，上海，中华人民共和国） ； East China University of Science and Technology, Shanghai, P. R. China（东华大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments Acccepted by European Conference on Artificial Intelligence(ECAI 2025)

Hypergraph Multi-Modal Learning for EEG-based Emotion Recognition in Conversation

Zijian Kang, Yueyang Li, Shengyu Gong, Weiming Zeng, Hongjie Yan, Lingbin Bian, Zhiguo Zhang, Wai Ting Siok, Nizhuan Wang

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

GEPD:GAN-Enhanced Generalizable Model for EEG-Based Detection of Parkinson's Disease

Qian Zhang, Ruilin Zhang, Biaokai Zhu, Xun Han, Jun Xiao, Yifan Liu, Zhe Wang

机构 * Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education,East China University of Science and Technology, Shanghai, China（能源化学过程智能制造重点实验室，教育部，东华大学，上海，中国） ； Shanxi Police College, Taiyuan, Shanxi, China（山西警察学院，山西，中国） ； Intelligent Policing Key Laboratory of Sichuan Province, Sichuan Police College, Luzhou, Sichuan, China（四川省智能警务重点实验室，四川警察学院，泸州，四川，中国） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments Accepted by International Conference on Intelligent Computing(ICIC 2025)

MR-EEGWaveNet: Multiresolutional EEGWaveNet for Seizure Detection from Long EEG Recordings

Kazi Mahmudul Hassan, Xuyang Zhao, Hidenori Sugano, Toshihisa Tanaka

机构 * Department of Electronic and Information Engineering, Tokyo University of Agriculture and Technology（东京农业科技大学电子与信息工程系） ； Medical Science Data-driven Mathematics Team, RIKEN Center for Interdisciplinary Theoretical and Mathematical Sciences（RIKEN跨学科理论与数学科学中心医学科学数据驱动数学团队） ； Medical Data Mathematical Reasoning Special Team, RIKEN Center for Integrative Medical Sciences（RIKEN整合医学科学中心医学数据数学推理特别团队） ； Department of Artificial Intelligence Medicine, Chiba University（千叶大学人工智能医学系） ； Department of Neurosurgery, Juntendo University School of Medicine（武藏野大学医学部神经外科） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments 33 pages, 10 figures, 18 tables

Interpretable and Robust AI in EEG Systems: A Survey

Xinliang Zhou, Chenyu Liu, Jinan Zhou, Zhongruo Wang, Liming Zhai, Ziyu Jia, Cuntai Guan, Yang Liu

机构 * College of Computing and Data Science, Nanyang Technological Univeristy（南洋理工大学计算与数据科学学院） ； Carnegie Mellon University（卡内基梅隆大学） ； Amazon, USA（亚马逊公司） ； Brainnetome Center, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所脑网络中心） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Mental Effort Estimation in Motion Exploration and Concept Generation Design Tasks using Inter-Band Relative Power Difference of EEG

G. Kalyan Ramana, Sumit Yempalle, Prasad S. Onkar

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Biomedical Signal Processing: EEG and ECG Classification with Discrete Wavelet Transforms, Energy Distribution, and Convolutional Neural Networks

Justin London

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Federated Learning for Epileptic Seizure Prediction Across Heterogeneous EEG Datasets

Cem Ata Baykara, Saurav Raj Pandey, Ali Burak Ünal, Harlin Lee, Mete Akgün

机构 * Department of Computer Science, Medical Data Privacy and Privacy-Preserving Machine Learning (MDPPML) Group and Institute for Bioinformatics and Medical Informatics (IBMI), University of Tübingen（计算机科学系、医疗数据隐私与隐私保护机器学习（MDPPML）小组和生物信息学与医学信息学研究所（IBMI）、图宾根大学） ； Department of Computer Science and the School of Data Science and Society, University of North Carolina at Chapel Hill（计算机科学系和数据科学与社会学院、北卡罗来纳大学教堂山分校） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

NeuroDx-LM: A Clinical Large-Scale Model for EEG-based Neurological Disorder Detection

Guanghao Jin, Yuan Liang, Yihan Ma, Jingpei Wu, Guoyang Liu

机构 * Shandong University, China（山东大学） ； LMU Munich, Germany（慕尼黑大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Improving Continuous Grasp Force Decoding from EEG with Time-Frequency Regressors and Premotor-Parietal Network Integration

Parth G. Dangi, Yogesh Kumar Meena

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Comments 7 pages, 5 figures, 2 tables, selected for presentation in special session of System, Man, Cybernetics (SMC) conference, 2025. The codes developed for this paper is available in the GitHub repository given in the conclusion section of this paper

ADSEL: Adaptive dual self-expression learning for EEG feature selection via incomplete multi-dimensional emotional tagging

Tianze Yu, Junming Zhang, Wenjia Dong, Xueyuan Xu, Li Zhuo

机构 * School of Information Science and Technology, Beijing University of Technology, Beijing 100124, China（信息科学与技术学院，北京理工大学，北京） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

CWEFS: Brain volume conduction effects inspired channel-wise EEG feature selection for multi-dimensional emotion recognition

Xueyuan Xu, Wenjia Dong, Fulin Wei, Li Zhuo

机构 * School of Information Science and Technology, Beijing University of Technology（信息科学与技术学院，北京理工大学） ； School of Artificial Intelligence, Anhui University（人工智能学院，安徽大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Implicit Search Intent Recognition using EEG and Eye Tracking: Novel Dataset and Cross-User Prediction

Mansi Sharma, Shuang Chen, Philipp Müller, Maurice Rekrut, Antonio Krüger

机构 * DFKI（德累斯顿夫琅和斐研究所） ； Saarland Informatics Campus（萨尔州信息技术校区） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Journal ref ACM ICMI 2023

Distinguishing Target and Non-Target Fixations with EEG and Eye Tracking in Realistic Visual Scenes

Mansi Sharma, Camilo Andrés Martínez Martínez, Benedikt Emanuel Wirth, Antonio Krüger, Philipp Müller

机构 * Saarland University, DFKI（萨尔兰大学，德意志联邦研究院） ； DFKI, Saarland University（德意志联邦研究院，萨尔兰大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Journal ref ACM ICMI 2024

EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition

Qile Liu, Weishan Ye, Lingli Zhang, Zhen Liang

机构 * Shenzhen University（深圳大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Comments 18 pages, 10 figures, 14 tables. Accepted in ACMMM 2025

Deep Learning for Gradient and BCG Artifacts Removal in EEG During Simultaneous fMRI

K. A. Shahriar, E. H. Bhuiyan, Q. Luo, M. E. H. Chowdhury, X. J. Zhou

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Comments 15 pages and 13 figures