脑机接口 / BCI

Automated Tinnitus Detection Through Dual-Modality Neuroimaging: EEG Microstate Analysis and Resting-State fMRI Classification Using Deep Learning

Kiana Kiashemshaki, Sina Samieirad, Sarvenaz Erfani, Aryan Jalaeianbanayan, Nasibeh Asadi Isakan, Hossein Najafzadeh

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

This EEG Looks Like These EEGs: Interpretable Interictal Epileptiform Discharge Detection With ProtoEEG-kNN

Dennis Tang, Jon Donnelly, Alina Jade Barnett, Lesia Semenova, Jin Jing, Peter Hadar, Ioannis Karakis, Olga Selioutski, Kehan Zhao, M. Brandon Westover, Cynthia Rudin

机构 * Department of Computer Science, Duke University, USA（杜克大学计算机科学系） ； Microsoft Research, USA（微软研究院） ； Beth Israel Deaconess Medical Center, Harvard Medical School, USA（贝塞斯达以色列德acons医疗中心，哈佛医学院） ； Massachusetts General Hospital, Harvard Medical School, USA（麻省总医院，哈佛医学院） ； Department of Neurology, Emory University School of Medicine, USA（埃默里大学医学院神经科） ； Department of Neurology, University of Crete School of Medicine, Greece（克里特大学医学院神经科） ； Department of Neurology, Stony Brook University, USA（史泰文布鲁克大学神经科） 纠错

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

Comments MICCAI 2025

Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation

Bálint Tóth, Dominik Senti, Thorir Mar Ingolfsson, Jeffrey Zweidler, Alexandre Elsig, Luca Benini, Yawei Li

机构 * ETH Zürich（苏黎世联邦理工学院） ； University of Bologna（博洛尼亚大学） 纠错

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

Comments 7 pages, 1 figure, 5 tables, Camera-ready, EMBC 2025

BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals

Qinfan Xiao, Ziyun Cui, Chi Zhang, Siqi Chen, Wen Wu, Andrew Thwaites, Alexandra Woolgar, Bowen Zhou, Chao Zhang

机构 * Shanghai Artificial Intelligence Laboratory, China（上海人工智能实验室） ； Department of Electronic Engineering, Tsinghua University, China（清华大学电子工程系） ； Department of Psychology, University of Cambridge, UK（剑桥大学心理学系） ； Speech Hearing and Phonetic Sciences, University College London, UK（伦敦大学学院语音听力与语音科学系） ； MRC Cognition and Brain Sciences Unit, University of Cambridge, UK（剑桥大学MRC认知与脑科学单位） 纠错

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

Comments Accepted by the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Dream2Image : An Open Multimodal EEG Dataset for Decoding and Visualizing Dreams with Artificial Intelligence

Yann Bellec

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

Comments 7 Pages, 3 Figures, The Dream2Image dataset is openly available on Hugging Face at: https://huggingface.co/datasets/opsecsystems/Dream2Image

Achieving More Human Brain-Like Vision via Human EEG Representational Alignment

Zitong Lu, Yile Wang, Julie D. Golomb

机构 * Department of Psychology, The Ohio State University（心理学系，俄亥俄州立大学） ； McGovern Institute for Brain Research, Massachusetts Institute of Technology（脑科学研究所，麻省理工学院） ； Department of Neuroscience, The University of Texas at Dallas（神经科学系，德克萨斯大学达拉斯分校） 纠错

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

Bibliometric-enhanced Systematic Literature Review of EEG in Education: Learning Concepts, Computational Methods, and Research Opportunities

Adi Wijaya, Said Hasibuan, Wiga Maulana Baihaqi, Rizki Darmawan, Rifkie Primartha, Catur Supriyanto

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

Comments 29 pages, 6 figures, 5 tables

ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models

Chenyu Liu, Yuqiu Deng, Tianyu Liu, Jinan Zhou, Xinliang Zhou, Ziyu Jia, Yi Ding

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore（南洋理工大学计算机与数据科学学院） ； School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China（西安交通大学机械工程学院） ； Nutanix, CA, USA（Nutanix公司） ； Institute of Automation, Chinese Academy of Sciences, Beijing, China（中国科学院自动化研究所） 纠错

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

Hybrid Pipeline SWD Detection in Long-Term EEG Signals

Antonio Quintero Rincon, Nicolas Masino, Veronica Marsico, Hadj Batatia

机构 * Department of Data Science, Data Science and AI Laboratory（数据科学系，数据科学与人工智能实验室） ； Catholic University of Argentina (UCA)（阿根廷天主教大学） ； MACS School（MACS学院） 纠错

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

Comments 11 pages, 8 figures, 4 tables, SABI 2025 CLIC 2025

A Spatio-Temporal Feature Fusion EEG Virtual Channel Signal Generation Network and Its Application in Anxiety Assessment

Shangqing Yuan, Wenshuang Zhai, Shengwen Guo

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

A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives

Junhong Lai, Jiyu Wei, Lin Yao, Yueming Wang

机构 * The College of Computer Science, Zhejiang University, Hangzhou, China.（浙江大学计算机科学学院） ； The MOE Frontiers Science Center for Brain and Brain-Machine Integration, Zhejiang University, Hangzhou, China.（脑科学与脑机接口前沿科学中心） ； The Nanhu Brain-Computer Interface Institute, Hangzhou, China.（南湖脑机接口研究院） ； The Qiushi Academy for Advanced Studies, Hangzhou, China.（启石先进研究院） 纠错

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

Trial-Level Time-frequency EEG Desynchronization as a Neural Marker of Pain

D. A. Blanco-Mora, A. Dierolf, J. Gonçalves, M. van Der Meulen

机构 * Luxembourg Centre for Systems Biomedicine, University of Luxembourg（卢森堡系统生物医学研究中心，卢森堡大学） ； Department of Behavioural and Cognitive Sciences, University of Luxembourg（行为与认知科学系，卢森堡大学） 纠错

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

Comments 7 pages, 3 Figures

ADHDeepNet From Raw EEG to Diagnosis: Improving ADHD Diagnosis through Temporal-Spatial Processing, Adaptive Attention Mechanisms, and Explainability in Raw EEG Signals

Ali Amini, Mohammad Alijanpour, Behnam Latifi, Ali Motie Nasrabadi

机构 * Centre of Real Time Computer Systems, Faculty of Informatics（信息学院实时计算机系统中心） ； Kaunas University of Technology（考纳斯技术大学） ； University of Central Florida（中央佛罗里达大学） ； Amirkabir University of Technology（阿米尔卡比尔技术大学） ； Shahed University（沙赫德大学） 纠错

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

Comments 29 pages, 7 figures. Preprint. Correspondence: alijanpour@ucf.edu

ArtifactGen: Benchmarking WGAN-GP vs Diffusion for Label-Aware EEG Artifact Synthesis

Hritik Arasu, Faisal R Jahangiri

机构 * Department of Behavior and Brain Sciences（行为与脑科学系） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

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

Comments 16 Pages, 6 figures

Mentality: A Mamba-based Approach towards Foundation Models for EEG

Saarang Panchavati, Corey Arnold, William Speier

机构 * Department of Radiology University of California（放射科系 加州大学） 纠错

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

Journal ref In Proceedings of the ICLR 2024 Workshop on Learning from Time Series for Health (2024). Retrieved from https://openreview.net/forum?id=O6T38rRiFp

DynaMind: Reconstructing Dynamic Visual Scenes from EEG by Aligning Temporal Dynamics and Multimodal Semantics to Guided Diffusion

Junxiang Liu, Junming Lin, Jiangtong Li, Jie Li

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

Comments 14 pages, 6 figures

Exploring the Efficacy of Convolutional Neural Networks in Sleep Apnea Detection from Single Channel EEG

Chun Hin Siu, Hossein Miri

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

Comments 5 pages, 6 figures, 1 table

BrainGPT: Unleashing the Potential of EEG Generalist Foundation Model by Autoregressive Pre-training

Tongtian Yue, Xuange Gao, Shuning Xue, Yepeng Tang, Longteng Guo, Jie Jiang, Jing Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Beijing Jiaotong University（北京交通大学） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Towards Generalizable Learning Models for EEG-Based Identification of Pain Perception

Mathis Rezzouk, Fabrice Gagnon, Alyson Champagne, Mathieu Roy, Philippe Albouy, Michel-Pierre Coll, Cem Subakan

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

Comments 6 pages, 2 figures, 2 tables, MLSP IEEE conference

Decoding Human Emotions: Analyzing Multi-Channel EEG Data using LSTM Networks

Shyam K Sateesh, Sparsh BK, Uma D

机构 * PES University, Bengaluru, India（班加罗尔印度PES大学） 纠错

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

Comments 13 pages, 3 figures; accepted at ICDSA '24 Conference, Jaipur, India

SincVAE: A new semi-supervised approach to improve anomaly detection on EEG data using SincNet and variational autoencoder

Andrea Pollastro, Francesco Isgrò, Roberto Prevete

机构 * Department of Electrical Engineering and Information Technology, University of Naples Federico II, Naples, Italy（电气工程与信息技术系，那不勒斯费德里科二世大学，那不勒斯，意大利） 纠错

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

Journal ref Computer Methods and Programs in Biomedicine Update, 5: 100213, 2025

Investigating the Cognitive Response of Brake Lights in Initiating Braking Action Using EEG

Ramaswamy Palaniappan, Surej Mouli, Howard Bowman, Ian McLoughlin

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

Comments arXiv admin note: text overlap with arXiv:2010.10584

Journal ref IEEE Transactions on Intelligent Transportation Systems Aug 2022

ADformer: A Multi-Granularity Spatial-Temporal Transformer for EEG-Based Alzheimer Detection

Yihe Wang, Nadia Mammone, Darina Petrovsky, Alexandros T. Tzallas, Francesco C. Morabito, Xiang Zhang

机构 * Department of Computer Science, University of North Carolina - Charlotte（北卡罗来纳州立大学计算机科学系） ； DICEAM Department, University Mediterranea of Reggio Calabria（雷焦卡拉布里亚地中海大学DICEAM系） ； School of Nursing, Duke University（达特茅斯大学护理学院） ； Department of Informatics & Telecommunications, University of Ioannina（伊奥尼亚大学信息与电信系） 纠错

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

Comments This work will be submitted to the IEEE for possible publication

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