脑机接口 / BCI - arXivDaily 专题

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

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

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

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

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

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

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

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

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

2407.05749 2024-07-09 eess.SP cs.HC cs.LG 82%

LDGCN: An Edge-End Lightweight Dual GCN Based on Single-Channel EEG for Driver Drowsiness Monitoring

Jingwei Huang, Chuansheng Wang, Jiayan Huang, Haoyi Fan, Antoni Grau, Fuquan Zhang

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

2405.08527 2024-05-15 cs.LG cs.HC eess.SP 82%

EEG-Features for Generalized Deepfake Detection

Arian Beckmann, Tilman Stephani, Felix Klotzsche, Yonghao Chen, Simon M. Hofmann, Arno Villringer, Michael Gaebler, Vadim Nikulin, Sebastian Bosse, Peter Eisert, Anna Hilsmann

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

2404.17585 2024-05-14 cs.HC cs.AI cs.LG eess.SP 82%

NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG

Cheol-Hui Lee, Hakseung Kim, Hyun-jee Han, Min-Kyung Jung, Byung C. Yoon, Dong-Joo Kim

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

Comments 14 pages, 4 figures

2402.13523 2024-05-01 eess.SP cs.LG q-bio.NC 82%

Balancing Spectral, Temporal and Spatial Information for EEG-based Alzheimer's Disease Classification

Stephan Goerttler, Fei He, Min Wu

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

Comments 4 pages, 3 figures, conference paper

2401.10285 2024-01-22 eess.SP cs.LG q-bio.NC 82%

Analyzing Brain Activity During Learning Tasks with EEG and Machine Learning

Ryan Cho, Mobasshira Zaman, Kyu Taek Cho, Jaejin Hwang

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

Comments 20 pages, 7 figures

2401.10278 2024-01-22 eess.SP cs.AI cs.LG cs.MM q-bio.NC 82%

EEGFormer: Towards Transferable and Interpretable Large-Scale EEG Foundation Model

Yuqi Chen, Kan Ren, Kaitao Song, Yansen Wang, Yifan Wang, Dongsheng Li, Lili Qiu

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

Comments A preprint version of an ongoing work

2305.19379 2023-12-27 cs.HC cs.LG eess.SP 82%

Inter Subject Emotion Recognition Using Spatio-Temporal Features From EEG Signal

Mohammad Asif, Diya Srivastava, Aditya Gupta, Uma Shanker Tiwary

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

2304.05874 2023-12-21 q-bio.NC cs.AI cs.LG cs.NE eess.SP q-bio.QM 82%

Adaptive Gated Graph Convolutional Network for Explainable Diagnosis of Alzheimer's Disease using EEG Data

Dominik Klepl, Fei He, Min Wu, Daniel J. Blackburn, Ptolemaios G. Sarrigiannis

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

Comments 16 pages, 16 figures

2312.09768 2023-12-18 eess.AS cs.SD 82%

Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural Networks

Mike Thornton, Danilo Mandic, Tobias Reichenbach

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

2310.15194 2023-12-13 q-bio.NC cs.HC eess.SP q-bio.QM 82%

How do the resting EEG preprocessing states affect the outcomes of postprocessing?

Shiang Hu, Jie Ruan, Juan Hou, Pedro Antonio Valdes-Sosa, Zhao Lv

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

2310.11994 2023-12-05 cs.HC eess.SP q-bio.NC 82%

Spectral homogeneity cross frequencies can be a quality metric for the large-scale resting EEG preprocessing

Shiang Hu, Jie Ruan, Nicolas Langer, Jorge Bosch-Bayard, Zhao Lv, Dezhong Yao, Pedro Antonio Valdes-Sosa

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

1. EEG解码 3896 篇

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

LDGCN: An Edge-End Lightweight Dual GCN Based on Single-Channel EEG for Driver Drowsiness Monitoring

EEG-Features for Generalized Deepfake Detection

NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG

Balancing Spectral, Temporal and Spatial Information for EEG-based Alzheimer's Disease Classification

Analyzing Brain Activity During Learning Tasks with EEG and Machine Learning

EEGFormer: Towards Transferable and Interpretable Large-Scale EEG Foundation Model

Inter Subject Emotion Recognition Using Spatio-Temporal Features From EEG Signal

Adaptive Gated Graph Convolutional Network for Explainable Diagnosis of Alzheimer's Disease using EEG Data

Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural Networks

How do the resting EEG preprocessing states affect the outcomes of postprocessing?

Spectral homogeneity cross frequencies can be a quality metric for the large-scale resting EEG preprocessing