脑机接口 / BCI

EEG-CLIP : Learning EEG representations from natural language descriptions

Tidiane Camaret Ndir, Robin Tibor Schirrmeister, Tonio Ball

机构 * Medical Physics, Department of Diagnostic and Interventional Radiology（医学物理，诊断与介入放射科） ； Medical Center—University of Freiburg, Faculty of Medicine University of Freiburg, Germany（弗赖堡大学医学中心—弗赖堡大学医学院，弗赖堡，德国） ； Neuromedical A.I. Lab, Department of Neurosurgery（神经医学人工智能实验室，神经外科部门） ； BrainLinks-BrainTools, IMBIT University of Freiburg, Germany（BrainLinks-BrainTools，IMBIT弗赖堡大学，德国） 纠错

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

MSGM: A Multi-Scale Spatiotemporal Graph Mamba for EEG Emotion Recognition

Hanwen Liu, Yifeng Gong, Zuwei Yan, Zeheng Zhuang, Jiaxuan Lu

机构 * School of Electronics and Communication Engineering, Sun Yat-sen University（中山大学电子与通信工程学院） ； College of Communication Engineering, Jilin University（吉林大学通信工程学院） ； School of Pharmaceutical Sciences (Shenzhen), Sun Yat-sen University（中山大学药学院（深圳）） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

EEG-based Epileptic Prediction via a Two-stage Channel-aware Set Transformer Network

Ruifeng Zheng, Cong Chen, Shuang Wang, Yiming Liu, Lin You, Jindong Lu, Ruizhe Zhu, Guodao Zhang, Kejie Huang

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

Diffusion-based translation between unpaired spontaneous premature neonatal EEG and fetal MEG

Benoît Brebion, Alban Gallard, Katrin Sippel, Amer Zaylaa, Hubert Preissl, Sahar Moghimi, Fabrice Wallois, Yaël Frégier

机构 * Laboratoire de Mathématiques de Lens (LML), UR 2462, Université d'Artois（Lens数学实验室（LML），UR 2462，阿托瓦大学） ； Department of Internal Medicine IV, University Hospital of Tübingen（第四内科部门，图宾根大学医院） ； IDM/fMEG Center of the Helmholtz Center Munich, University of Tübingen, German Center for Diabetes Research (DZD)（慕尼黑海德堡中心IDM/fMEG中心，图宾根大学，糖尿病研究德国中心（DZD）） ； Institute of Pharmaceutical Sciences, Department of Pharmacy and Biochemistry, Interfaculty Centre for Pharmacogenomics and Pharma Research, Eberhard Karls University Tübingen（药学研究所，药学与生物化学部门，药基因组学与药学研究跨学科中心，图宾根埃伯哈德·卡尔斯大学） 纠错

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

Commuting Distance Regularization for Timescale-Dependent Label Inconsistency in EEG Emotion Recognition

Xiaocong Zeng, Craig Michoski, Yan Pang, Dongyang Kuang

机构 * School of Mathematics (Zhuhai) Sun Yat-sen University（中山大学数学学院（珠海）） ； ODEN Institute for Computational Engineering & Sciences University of Texas at Austin（德克萨斯大学奥斯汀分校ODEN计算工程与科学研究所） ； Shenzhen Institute of Advanced Technology Chinese Academy of Sciences（中国科学院深圳先进技术研究院） 纠错

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

Interpretable EEG-to-Image Generation with Semantic Prompts

Arshak Rezvani, Ali Akbari, Kosar Sanjar Arani, Maryam Mirian, Emad Arasteh, Martin J. McKeown

机构 * Pacific Parkinson’s Research Centre, Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, Canada（太平洋帕金森研究中心、Djavad Mowafaghian脑健康中心、不列颠哥伦比亚大学，温哥华，加拿大） ； Department of Electrical and Computer Engineering, University of Tehran, Tehran, Iran（电气与计算机工程系、伊朗德黑兰大学，德黑兰，伊朗） ； Department of Medicine British Columbia, Vancouver, Canada（医学系、不列颠哥伦比亚大学，温哥华，加拿大） 纠错

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

Comments Actionable Interpretability Workshop (non-archival) at the 42 International Conference on Machine Learning

eegFloss: A Python package for refining sleep EEG recordings using machine learning models

Niloy Sikder, Paul Zerr, Mahdad Jafarzadeh Esfahani, Martin Dresler, Matthias Krauledat

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

Comments The eegFloss package is available under the MIT License at https://github.com/Niloy333/eegFloss

EEG2TEXT-CN: An Exploratory Study of Open-Vocabulary Chinese Text-EEG Alignment via Large Language Model and Contrastive Learning on ChineseEEG

Jacky Tai-Yu Lu, Jung Chiang, Chi-Sheng Chen, Anna Nai-Yun Tung, Hsiang Wei Hu, Yuan Chiao Cheng

机构 * Department of Artificial Intelligence in Healthcare, International Academia of Biomedical Innovation Technology（人工智能医疗系，国际生物医学创新技术学院） ； National Taiwan University（台湾大学） ； Neuro Industry Research, Neuro Industry, Inc.（神经产业研究，神经产业公司） ； Department of Biomedical Engineering, University of Southern California（生物医学工程系，南加州大学） ； Taiwan Artificial Intelligence Association（台湾人工智能协会） 纠错

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

A Statistical Approach for Synthetic EEG Data Generation

Gideon Vos, Maryam Ebrahimpour, Liza van Eijk, Zoltan Sarnyai, Mostafa Rahimi Azghadi

机构 * College of Science and Engineering, James Cook University（科学与工程学院，詹姆斯库克大学） ； College of Health Care Sciences, James Cook University（健康护理科学学院，詹姆斯库克大学） ； College of Public Health, Medical, and Vet Sciences, James Cook University（公共卫生、医学与兽医学学院，詹姆斯库克大学） 纠错

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

Comments 24 pages, 10 figures

Biaxialformer: Leveraging Channel Independence and Inter-Channel Correlations in EEG Signal Decoding for Predicting Neurological Outcomes

Naimahmed Nesaragi, Hemin Ali Qadir, Per Steiner Halvorsen, Ilangko Balasingham

机构 * Oslo University Hospital（奥斯陆大学医院） ； University of Oslo（奥斯陆大学） ； Norwegian University of Science and Technology（挪威科学技术大学） 纠错

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

Comments 12 pages, 3 figures, Article

Transformer-based EEG Decoding: A Survey

Haodong Zhang, Hongqi Li

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.LG、cs.HC

Comments Submitted to IEEE Journals

Post-processing of EEG-based Auditory Attention Decoding Decisions via Hidden Markov Models

Nicolas Heintz, Tom Francart, Alexander Bertrand

机构 * KU Leuven（库勒芬大学） 纠错

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

Data Normalization Strategies for EEG Deep Learning

Dung Truong, Arnaud Delorme

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

Beyond Subjectivity: Continuous Cybersickness Detection Using EEG-based Multitaper Spectrum Estimation

Berken Utku Demirel, Adnan Harun Dogan, Juliete Rossie, Max Moebus, Christian Holz

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

Comments Accepted to TVCG

Quantifying Data Requirements for EEG Independent Component Analysis Using AMICA

Gwenevere Frank, Seyed Yahya Shirazi, Jason Palmer, Gert Cauwenberghs, Scott Makeig, Arnaud Delorme

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

Comparison analysis between standard polysomnographic data and in-ear-EEG signals: A preliminary study

Gianpaolo Palo, Luigi Fiorillo, Giuliana Monachino, Michal Bechny, Michel Walti, Elias Meier, Francesca Pentimalli Biscaretti di Ruffia, Mark Melnykowycz, Athina Tzovara, Valentina Agostini, Francesca Dalia Faraci

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

Comments 20 figures, 6 tables

Journal ref Sleep Advances, 2025

Concept-based explainability for an EEG transformer model

Anders Gjølbye, William Lehn-Schiøler, Áshildur Jónsdóttir, Bergdís Arnardóttir, Lars Kai Hansen

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

Comments To appear in proceedings of 2023 IEEE International workshop on Machine Learning for Signal Processing

EEG-Based Inter-Patient Epileptic Seizure Detection Combining Domain Adversarial Training with CNN-BiLSTM Network

Rina Tazaki, Tomoyuki Akiyama, Akira Furui

机构 * Graduate School of Advanced Science and Engineering, Hiroshima University（Hiroshima大学先进科学与工程研究生院） ； Department of Pediatric Neurology, Okayama University Hospital（Okayama大学医院儿科神经科） 纠错

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

Comments 6 pages, 4 figures, accepted at IEEE EMBC 2025

Adaptive Progressive Attention Graph Neural Network for EEG Emotion Recognition

Tianzhi Feng, Chennan Wu, Yi Niu, Fu Li, Yang Li, Boxun Fu, Zhifu Zhao, Xiaotian Wang

机构 * Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education（教育部智能感知与图像理解重点实验室） ； School of Artificial Intelligence（人工智能学院） ； Xidian University（西安电子科技大学） 纠错

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

Subject-independent Classification of Meditative State from the Resting State using EEG

Jerrin Thomas Panachakel, Pradeep Kumar G., Suryaa Seran, Kanishka Sharma, Ramakrishnan Angarai Ganesan

机构 * Dept. of Elect. and Comm. Engg. College of Engineering Trivandrum（电子与通信工程系 工程学院特里凡布尔姆） ； Centre for Brain Research Indian Institute of Science, Bangalore（脑研究中心印度科学研究院，班加罗尔） ； Language Technologies Institute Carnegie Mellon University（语言技术研究所卡内基梅隆大学） ； School of Psychology and Education Rishihood University, Sonipat（心理学与教育学院里希大学，索尼帕特） ； Dept. of Heritage Science and Technology Indian Institute of Technology, Hyderabad（遗产科学与技术系印度理工学院，海得拉巴） 纠错

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

Comments copyright 2024 IEEE Personal use of this material is permitted. 2024 IEEE 21st India Council International Conference (INDICON). IEEE, 2024

Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer

Muyun Jiang, Yi Ding, Wei Zhang, Kok Ann Colin Teo, LaiGuan Fong, Shuailei Zhang, Zhiwei Guo, Chenyu Liu, Raghavan Bhuvanakantham, Wei Khang Jeremy Sim, Chuan Huat Vince Foo, Rong Hui Jonathan Chua, Parasuraman Padmanabhan, Victoria Leong, Jia Lu, Balazs Gulyas, Cuntai Guan

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

Augmentation of EEG and ECG Time Series for Deep Learning Applications: Integrating Changepoint Detection into the iAAFT Surrogates

Nina Moutonnet, Gregory Scott, Danilo P. Mandic

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

SCVCNet: Sliding cross-vector convolution network for cross-task and inter-individual-set EEG-based cognitive workload recognition

Qi Wang, Li Chen, Zhiyuan Zhan, Jianhua Zhang, Zhong Yin

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

Comments 12 pages

Flexible and Explainable Graph Analysis for EEG-based Alzheimer's Disease Classification

Jing Wang, Jun-En Ding, Feng Liu, Elisa Kallioniemi, Shuqiang Wang, Wen-Xiang Tsai, Albert C. Yang

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

CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation

Weiheng Yao, Zhihan Lyu, Mufti Mahmud, Ning Zhong, Baiying Lei, Shuqiang Wang

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

Comments 11 pages, 9 figures, Accepted by IEEE Transactions on Medical Imaging

A Systematic Review of EEG-based Machine Intelligence Algorithms for Depression Diagnosis, and Monitoring

Amir Nassibi, Christos Papavassiliou, Ildar Rakhmatulin, Danilo Mandic, S. Farokh Atashzar

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

Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method

ZhongYi Zhang, ChenYang Xu, LiXuan Zhao, HuiRang Hou, QingHao Meng

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

How Much Data is Enough? Optimization of Data Collection for Artifact Detection in EEG Recordings

Lu Wang-Nöth, Philipp Heiler, Hai Huang, Daniel Lichtenstern, Alexandra Reichenbach, Luis Flacke, Linus Maisch, Helmut Mayer

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

Comments Several changes of wording. Caption of figure 10 corrected

EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition

Yi Ding, Chengxuan Tong, Shuailei Zhang, Muyun Jiang, Yong Li, Kevin Lim Jun Liang, Cuntai Guan

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

Comments 12 pages, 9 figures. This work has been accepted by IEEE TNNLS

Long-Term EEG Partitioning for Seizure Onset Detection

Zheng Chen, Yasuko Matsubara, Yasushi Sakurai, Jimeng Sun

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

Comments Accepted at AAAI 2025