脑机接口 / BCI - arXivDaily 专题

2509.15439 2025-09-22 cs.IR cs.AI 82%

Dual-Mode Visual System for Brain-Computer Interfaces: Integrating SSVEP and P300 Responses

Ekgari Kasawala, Surej Mouli

专题命中 EEG解码：brain-computer interface(title,abstract)；BCI(abstract)

Comments 15 Pages

2508.20336 2025-08-29 cs.LG eess.SP q-bio.NC 82%

Adaptive Segmentation of EEG for Machine Learning Applications

Johnson Zhou, Joseph West, Krista A. Ehinger, Zhenming Ren, Sam E. John, David B. Grayden

机构 * The University of Melbourne（墨尔本大学）； School of Computing and Information Systems（计算与信息系统学院）； Department of Biomedical Engineering（生物医学工程系）

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

2507.14698 2025-08-20 cs.LG cs.AI cs.HC eess.SP 82%

Spatial-Temporal Transformer with Curriculum Learning for EEG-Based Emotion Recognition

Xuetao Lin, Tianhao Peng, Peihong Dai, Yu Liang, Wenjun Wu

机构 * Beihang University（北京航空航天大学）； SKLCCSE（复杂与关键软件环境国家重点实验室）； Beijing University of Technology（北京理工大学）

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

2506.22807 2025-08-20 cs.CV 82%

FreqDGT: Frequency-Adaptive Dynamic Graph Networks with Transformer for Cross-subject EEG Emotion Recognition

Yueyang Li, Shengyu Gong, Weiming Zeng, Nizhuan Wang, Wai Ting Siok

机构 * Department of Chinese and Bilingual Studies, The Hong Kong Polytechnic University（中文与双语研究系，香港理工大学）； School of Information Engineering, Shanghai Maritime University（信息工程学院，上海海洋大学）

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)

Journal ref 2025 International Conference on Machine Intelligence and Nature-InspireD Computing (MIND), 2025

2508.11684 2025-08-19 eess.SP cs.LG q-bio.NC 82%

A Graph Neural Network based on a Functional Topology Model: Unveiling the Dynamic Mechanisms of Non-Suicidal Self-Injury in Single-Channel EEG

BG Tong

机构 * Department of Psychiatry, Inner Mongolia People’s Hospital（内蒙古人民医院精神科）

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

2508.07283 2025-08-12 cs.HC cs.AI eess.SP q-bio.NC 82%

Fine-Tuning Large Language Models Using EEG Microstate Features for Mental Workload Assessment

Bujar Raufi

机构 * School of Computer Science, Technological University Dublin, Dublin, Ireland（计算机科学学院，都柏林技术大学，都柏林，爱尔兰）； Artificial Intelligence and Cognitive Load Lab, Applied Intelligence Research Centre, School of Computer Science, Technological University Dublin, Dublin, Ireland（人工智能与认知负荷实验室，应用智能研究中心，计算机科学学院，都柏林技术大学，都柏林，爱尔兰）

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

Comments 17 Pages, 7 figures, 3 tables and one prompt template

2508.04723 2025-08-08 cs.SD cs.AI eess.AS 82%

Wearable Music2Emotion : Assessing Emotions Induced by AI-Generated Music through Portable EEG-fNIRS Fusion

Sha Zhao, Song Yi, Yangxuan Zhou, Jiadong Pan, Jiquan Wang, Jie Xia, Shijian Li, Shurong Dong, Gang Pan

机构 * Zhejiang University（浙江大学）； Hangzhou RongNao Technology Co., Ltd（杭州融脑科技有限公司）

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)

Comments Accepted by ACM MM 2025

2507.23450 2025-08-01 math.NA cs.NA 82%

The Effect of Prior Parameters on Standardized Kalman Filter-Based EEG Source Localization

Dilshanie Prasikala, Joonas Lahtinen, Alexandra Koulouri, Sampsa Pursiainen

专题命中 EEG解码：EEG(title,abstract)；cortical(abstract)

2506.11179 2025-06-16 eess.SP cs.AI cs.HC cs.NE q-bio.NC 82%

Brain2Vec: A Deep Learning Framework for EEG-Based Stress Detection Using CNN-LSTM-Attention

Md Mynoddin, Troyee Dev, Rishita Chakma

机构 * Department of Computer Science and Engineering（计算机科学与工程系）

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

2505.23107 2025-05-30 cs.CV cs.AI 82%

EAD: An EEG Adapter for Automated Classification

Pushapdeep Singh, Jyoti Nigam, Medicherla Vamsi Krishna, Arnav Bhavsar, Aditya Nigam

机构 * School of Computing and Electrical Engineering, IIT Mandi（计算与电气工程学院，IIT曼迪）； Swiss RE GBS India Pvt. Ltd.（瑞士再保险GBS印度有限公司）

专题命中 EEG解码：EEG(title,abstract)；neural decoding(abstract)

2505.21507 2025-05-29 q-bio.NC cs.LG eess.SP 82%

Automatic detection of abnormal clinical EEG: comparison of a finetuned foundation model with two deep learning models

Aurore Bussalb, François Le Gac, Guillaume Jubien, Mohamed Rahmouni, Ruggero G. Bettinardi, Pedro Marinho R. de Oliveira, Phillipe Derambure, Nicolas Gaspard, Jacques Jonas, Louis Maillard, Laurent Vercueil, Hervé Vespignani, Philippe Laval, Laurent Koessler, Ulysse Gimenez

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

Comments 20 pages, 7 figures

2505.18175 2025-05-27 eess.SP cs.AI cs.CV cs.HC cs.LG 82%

Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified Framework

Natia Kukhilava, Tatia Tsmindashvili, Rapael Kalandadze, Anchit Gupta, Sofio Katamadze, François Brémond, Laura M. Ferrari, Philipp Müller, Benedikt Emanuel Wirth

机构 * Muskhelishvili Institute of Computational Mathematics, Georgian Technical University（穆赫列什维利计算数学研究所，格鲁吉亚技术大学）； German Research Center for Artificial Intelligence（德国人工智能研究中心）； The Biorobotics Institute, Scuola Superiore Sant’Anna（生物机器人研究所，圣安娜高等学院）； INRIA, Universite Côte d’Azur（INRIA，法国蔚蓝海岸大学）

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

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

2505.06291 2025-05-13 eess.SP cs.CE cs.HC cs.LG 82%

ALFEE: Adaptive Large Foundation Model for EEG Representation

Wei Xiong, Junming Lin, Jiangtong Li, Jie Li, Changjun Jiang

机构 * Department of Computer Science and Technology, Tongji University（计算机科学与技术系，同济大学）

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

Comments 17pages, 17 figures

2501.10428 2025-04-29 eess.SP cs.HC cs.LG 82%

Perception-Guided EEG Analysis: A Deep Learning Approach Inspired by Level of Detail (LOD) Theory

BG Tong

机构 * Department of Psychiatry, Inner Mongolia People’s Hospital（内蒙古人民医院精神科）

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

2408.16315 2025-03-28 cs.HC cs.LG eess.SP 82%

Passenger hazard perception based on EEG signals for highly automated driving vehicles

Ashton Yu Xuan Tan, Yingkai Yang, Xiaofei Zhang, Bowen Li, Xiaorong Gao, Sifa Zheng, Jianqiang Wang, Xinyu Gu, Jun Li, Yang Zhao, Yuxin Zhang, Tania Stathaki

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

Comments We have decided to withdraw this submission due to ongoing revisions and further refinements in our research. A revised version may be resubmitted in the future. We appreciate the feedback and interest from the community

2412.17337 2025-03-25 cs.CV 82%

Neural-MCRL: Neural Multimodal Contrastive Representation Learning for EEG-based Visual Decoding

Yueyang Li, Zijian Kang, Shengyu Gong, Wenhao Dong, Weiming Zeng, Hongjie Yan, Wai Ting Siok, Nizhuan Wang

机构 * Shanghai Maritime University（上海海事大学）； Affiliated Lianyungang Hospital of Xuzhou Medical University（徐州医科大学附属连云港医院）； The Hong Kong Polytechnic University（香港理工大学）

专题命中 EEG解码：EEG(title,abstract)；neural decoding(abstract)

2503.13465 2025-03-19 eess.SP cs.AI cs.LG q-bio.NC 82%

A novel Fourier Adjacency Transformer for advanced EEG emotion recognition

Jinfeng Wang, Yanhao Huang, Sifan Song, Boqian Wang, Jionglong Su, Jiaman Ding

机构 * Faculty of Information Engineering and Automation, Kunming University of Science and Technology（昆明理工大学信息工程与自动化学院）； School of Artificial Intelligence and Advanced Computing, Xi’an Jiaotong-Liverpool University（西交利物浦大学人工智能与先进计算学院）

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

2503.10783 2025-03-17 eess.AS 82%

EEG-Based Decoding of Sound Location: Comparing Free-Field to Headphone-Based Non-Individual HRTFs

Nils Marggraf-Turley, Martha Shiell, Niels Pontoppidan, Drew Cappotto, Lorenzo Picinali

专题命中 EEG解码：EEG(title,abstract)；cortical(abstract)

Comments 40 pages, 6 figures, submitted to JASA

2503.10362 2025-03-14 q-bio.QM cs.LG eess.SP q-bio.NC 82%

BioSerenity-E1: a self-supervised EEG model for medical applications

Ruggero G. Bettinardi, Mohamed Rahmouni, Ulysse Gimenez

机构 * BioSerenity（BioSerenity公司）

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

2407.03089 2025-02-25 eess.SP cs.LG q-bio.NC 82%

Generative AI Enables EEG Super-Resolution via Spatio-Temporal Adaptive Diffusion Learning

Shuqiang Wang, Tong Zhou, Yanyan Shen, Ye Li, Guoheng Huang, Yong Hu

机构 * Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院）； University of Chinese Academy of Sciences（中国科学院大学）； The University of Hong Kong（香港大学）； Guangdong University of Technology（广东工业大学）

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

2410.08224 2025-01-09 eess.SP cs.AI cs.LG q-bio.NC 82%

A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications

Pengfei Wang, Huanran Zheng, Silong Dai, Yiqiao Wang, Xiaotian Gu, Yuanbin Wu, Xiaoling Wang

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

Comments submitted to IECE Chinese Journal of Information Fusion

Journal ref Chinese Journal of Information Fusion, 2024, 1(3): 183-211

2501.02671 2025-01-07 cs.IR 82%

Quantum Cognition-Inspired EEG-based Recommendation via Graph Neural Networks

Jinkun Han, Wei Li, Yingshu Li, Zhipeng Cai

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)

Journal ref CIKM '24: Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024

2501.01959 2025-01-07 cs.CV cs.AI cs.CE 82%

STEAM-EEG: Spatiotemporal EEG Analysis with Markov Transfer Fields and Attentive CNNs

Jiahao Qin, Feng Liu

机构 * Xi’an Jiaotong-Liverpool University（西交利物浦大学）； Shanghai Jiao Tong University（上海交通大学）

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)

Comments 10 pages, 5 figures

2408.10235 2024-12-25 eess.SP cs.HC cs.LG 82%

Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation

Yun Xiao, Yimeng Zhang, Xiaopeng Peng, Shuzheng Han, Xia Zheng, Dingyi Fang, Xiaojiang Chen

机构 * Northwest University（西北大学）； Zhejiang University（浙江大学）； Rochester Institute of Technology（罗切斯特理工学院）

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

Journal ref Biomedical Signal Processing and Control, vol. 102, p. 107337, Apr. 2025

2411.18587 2024-11-28 cs.HC eess.SP q-bio.NC 82%

EEG-Based Analysis of Brain Responses in Multi-Modal Human-Robot Interaction: Modulating Engagement

Suzanne Oliver, Tomoko Kitago, Adam Buchwald, S. Farokh Atashzar

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

Comments 9 pages, 7 figures. Submitted to IEEE TNSRE

2411.17721 2024-11-28 eess.SP cs.LG q-bio.NC 82%

Automatic EEG Independent Component Classification Using ICLabel in Python

Arnaud Delorme, Dung Truong, Luca Pion-Tonachini, Scott Makeig

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

2402.10115 2024-11-21 cs.AI cs.LG eess.SP q-bio.NC 82%

Generating Visual Stimuli from EEG Recordings using Transformer-encoder based EEG encoder and GAN

Rahul Mishra, Arnav Bhavsar

机构 * School of Computing & Electrical Engineering, IIT Mandi（印度理工学院曼迪分校计算与电气工程学院）

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

2410.07199 2024-10-11 eess.SP cs.LG q-bio.NC 82%

Towards Explainable Graph Neural Networks for Neurological Evaluation on EEG Signals

Andrea Protani, Lorenzo Giusti, Chiara Iacovelli, Albert Sund Aillet, Diogo Reis Santos, Giuseppe Reale, Aurelia Zauli, Marco Moci, Marta Garbuglia, Pierpaolo Brutti, Pietro Caliandro, Luigi Serio

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

Comments 7 pages, 7 figures

2409.05279 2024-09-10 cs.CV cs.AI 82%

BrainDecoder: Style-Based Visual Decoding of EEG Signals

Minsuk Choi, Hiroshi Ishikawa

专题命中 EEG解码：EEG(title,abstract)；neural signal(abstract)

Comments 5 pages, 4 figures, 2 tables

2402.14213 2024-07-16 q-bio.NC cs.LG eess.SP 82%

Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience

Xinke Shen, Lingyi Tao, Xuyang Chen, Sen Song, Quanying Liu, Dan Zhang

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

Comments 54 pages, 17 figures

1. EEG解码 3908 篇

Dual-Mode Visual System for Brain-Computer Interfaces: Integrating SSVEP and P300 Responses

Adaptive Segmentation of EEG for Machine Learning Applications

Spatial-Temporal Transformer with Curriculum Learning for EEG-Based Emotion Recognition

FreqDGT: Frequency-Adaptive Dynamic Graph Networks with Transformer for Cross-subject EEG Emotion Recognition

A Graph Neural Network based on a Functional Topology Model: Unveiling the Dynamic Mechanisms of Non-Suicidal Self-Injury in Single-Channel EEG

Fine-Tuning Large Language Models Using EEG Microstate Features for Mental Workload Assessment

Wearable Music2Emotion : Assessing Emotions Induced by AI-Generated Music through Portable EEG-fNIRS Fusion

The Effect of Prior Parameters on Standardized Kalman Filter-Based EEG Source Localization

Brain2Vec: A Deep Learning Framework for EEG-Based Stress Detection Using CNN-LSTM-Attention

EAD: An EEG Adapter for Automated Classification

Automatic detection of abnormal clinical EEG: comparison of a finetuned foundation model with two deep learning models

Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified Framework

ALFEE: Adaptive Large Foundation Model for EEG Representation

Perception-Guided EEG Analysis: A Deep Learning Approach Inspired by Level of Detail (LOD) Theory

Passenger hazard perception based on EEG signals for highly automated driving vehicles

Neural-MCRL: Neural Multimodal Contrastive Representation Learning for EEG-based Visual Decoding

A novel Fourier Adjacency Transformer for advanced EEG emotion recognition

EEG-Based Decoding of Sound Location: Comparing Free-Field to Headphone-Based Non-Individual HRTFs

BioSerenity-E1: a self-supervised EEG model for medical applications

Generative AI Enables EEG Super-Resolution via Spatio-Temporal Adaptive Diffusion Learning

A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications

Quantum Cognition-Inspired EEG-based Recommendation via Graph Neural Networks

STEAM-EEG: Spatiotemporal EEG Analysis with Markov Transfer Fields and Attentive CNNs

Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation

EEG-Based Analysis of Brain Responses in Multi-Modal Human-Robot Interaction: Modulating Engagement

Automatic EEG Independent Component Classification Using ICLabel in Python

Generating Visual Stimuli from EEG Recordings using Transformer-encoder based EEG encoder and GAN

Towards Explainable Graph Neural Networks for Neurological Evaluation on EEG Signals

BrainDecoder: Style-Based Visual Decoding of EEG Signals

Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience