脑机接口 / BCI - arXivDaily 专题

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

2306.05374 2023-10-19 physics.med-ph cs.SD eess.AS eess.IV 82%

Towards Ultrasound Tongue Image prediction from EEG during speech production

Tamás Gábor Csapó, Frigyes Viktor Arthur, Péter Nagy, Ádám Boncz

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

Comments accepted at Interspeech 2023

Journal ref Proceedings of Interspeech 2023

2310.08762 2023-10-16 cs.LG cs.AI cs.HC eess.SP stat.ML 82%

Stabilizing Subject Transfer in EEG Classification with Divergence Estimation

Niklas Smedemark-Margulies, Ye Wang, Toshiaki Koike-Akino, Jing Liu, Kieran Parsons, Yunus Bicer, Deniz Erdogmus

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

Comments 16 pages, 5 figures

2310.07648 2023-10-12 cs.HC cs.LG eess.SP 82%

Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals

Eleonora Lopez, Eleonora Chiarantano, Eleonora Grassucci, Danilo Comminiello

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

Comments Published at IEEE ICASSP workshops 2023

2310.07029 2023-10-12 q-bio.NC cs.LG eess.SP 82%

Brain Age Revisited: Investigating the State vs. Trait Hypotheses of EEG-derived Brain-Age Dynamics with Deep Learning

Lukas AW Gemein, Robin T Schirrmeister, Joschka Boedecker, Tonio Ball

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

2309.12202 2023-09-22 eess.SP cs.LG q-bio.NC 82%

Empowering Precision Medicine: AI-Driven Schizophrenia Diagnosis via EEG Signals: A Comprehensive Review from 2002-2023

Mahboobeh Jafari, Delaram Sadeghi, Afshin Shoeibi, Hamid Alinejad-Rokny, Amin Beheshti, David López García, Zhaolin Chen, U. Rajendra Acharya, Juan M. Gorriz

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

2309.07147 2023-09-15 eess.SP cs.HC cs.LG cs.MM cs.SD eess.AS 82%

DGSD: Dynamical Graph Self-Distillation for EEG-Based Auditory Spatial Attention Detection

Cunhang Fan, Hongyu Zhang, Wei Huang, Jun Xue, Jianhua Tao, Jiangyan Yi, Zhao Lv, Xiaopei Wu

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

1. EEG解码 3887 篇

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

Towards Ultrasound Tongue Image prediction from EEG during speech production

Stabilizing Subject Transfer in EEG Classification with Divergence Estimation

Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals

Brain Age Revisited: Investigating the State vs. Trait Hypotheses of EEG-derived Brain-Age Dynamics with Deep Learning

Empowering Precision Medicine: AI-Driven Schizophrenia Diagnosis via EEG Signals: A Comprehensive Review from 2002-2023

DGSD: Dynamical Graph Self-Distillation for EEG-Based Auditory Spatial Attention Detection