脑机接口 / BCI - arXivDaily 专题

2511.07891 2025-11-12 eess.SP cs.AI 85%

Toward Adaptive BCIs: Enhancing Decoding Stability via User State-Aware EEG Filtering

Yeon-Woo Choi, Hye-Bin Shin, Dan Li

机构 * Dept. of Artificial Intelligence Korea University Seoul, Republic of Korea（人工智能系韩国大学首尔共和国）

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

Comments 4 pages, 3 figures, conference

2510.12515 2025-10-15 eess.SP 85%

HEAR: An EEG Foundation Model with Heterogeneous Electrode Adaptive Representation

Zhige Chen, Chengxuan Qin, Wenlong You, Rui Liu, Congying Chu, Rui Yang, Kay Chen Tan, Jibin Wu

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

2506.21140 2025-09-23 cs.LG cs.AI 85%

DBConformer: Dual-Branch Convolutional Transformer for EEG Decoding

Ziwei Wang, Hongbin Wang, Tianwang Jia, Xingyi He, Siyang Li, Dongrui Wu

机构 * Ministry of Education Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（教育部图像处理与智能控制重点实验室，人工智能与自动化学院，华中科技大学）

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)；motor imagery(abstract)；分类 cs.LG

Comments 14 pages, 7 figures

2509.03111 2025-09-04 eess.SP 85%

Handwriting Imagery EEG Classification based on Convolutional Neural Networks

Hao Yang, Guang Ouyang

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

2508.14442 2025-08-21 cs.HC cs.AI 85%

Detecting Reading-Induced Confusion Using EEG and Eye Tracking

Haojun Zhuang, Dünya Baradari, Nataliya Kosmyna, Arnav Balyan, Constanze Albrecht, Stephanie Chen, Pattie Maes

机构 * University of California, Berkeley（加州大学伯克利分校）； MIT Media Lab（MIT媒体实验室）； Princeton University（普林斯顿大学）

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

2507.21435 2025-07-30 cs.HC 85%

MindChat: Enhancing BCI Spelling with Large Language Models in Realistic Scenarios

JIaheng Wang, Yucun Zhong, Chengjie Huang, Lin Yao

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

2408.13930 2025-06-11 cs.HC 85%

Neural Networks Meet Neural Activity: Utilizing EEG for Mental Workload Estimation

Gourav Siddhad, Partha Pratim Roy, Byung-Gyu Kim

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

Comments 8 Pages, 4 Figures, 1 Table

Journal ref International Conference on Pattern Recognition (ICPR) 2024

2505.07592 2025-06-04 cs.HC 85%

Neural Signatures Within and Between Chess Puzzle Solving and Standard Cognitive Tasks for Brain-Computer Interfaces: A Low-Cost Electroencephalography Study

Matthew Russell, Samuel Youkeles, William Xia, Kenny Zheng, Aman Shah, Robert J. K. Jacob

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

Comments 29 pages, 13 figures

2506.01284 2025-06-03 cs.HC 85%

Fast SSVEP Detection Using a Calibration-Free EEG Decoding Framework

Chenlong Wang, Jiaao Li, Shuailei Zhang, Wenbo Ding, Xinlei Chen

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

2502.03736 2025-05-20 eess.SP 85%

Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers

Yi Ding, Joon Hei Lee, Shuailei Zhang, Tianze Luo, Cuntai Guan

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

Comments Accepted by EMBC-2025

2504.12578 2025-04-18 eess.SP 85%

Sub-Scalp Brain-Computer Interface Device Design and Fabrication

Timothy B. Mahoney, David B. Grayden, Sam E. John

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

Comments 10 Pages. 6 Figures. 2 Tables

2503.11202 2025-03-17 cs.HC 85%

Decoding Imagined Handwriting from EEG

Srinivas Ravishankar, Nora Zajzon, Virginia de Sa

专题命中 EEG解码：EEG(title,abstract)；BCI(abstract)；motor imagery(abstract)；分类 cs.HC

2503.09961 2025-03-14 eess.SP 85%

Edge-Fog Computing-Enabled EEG Data Compression via Asymmetrical Variational Discrete Cosine Transform Network

Xin Zhu, Hongyi Pan, Ahmet Enis Cetin

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

Comments Accepted by the IEEE Internet of Things Journal

2410.02780 2025-01-13 cs.CV cs.AI cs.LG 85%

Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models

Eleonora Lopez, Luigi Sigillo, Federica Colonnese, Massimo Panella, Danilo Comminiello

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

Comments Accepted at ICASSP 2025

2501.04844 2025-01-10 eess.AS cs.AI cs.CL eess.SP 85%

Enhancing Listened Speech Decoding from EEG via Parallel Phoneme Sequence Prediction

Jihwan Lee, Tiantian Feng, Aditya Kommineni, Sudarsana Reddy Kadiri, Shrikanth Narayanan

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

Comments ICASSP 2025

2405.09062 2025-01-10 cs.SD cs.LG eess.AS 85%

Naturalistic Music Decoding from EEG Data via Latent Diffusion Models

Emilian Postolache, Natalia Polouliakh, Hiroaki Kitano, Akima Connelly, Emanuele Rodolà, Luca Cosmo, Taketo Akama

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)；neural decoding(abstract)；分类 cs.LG

Comments Accepted at ICASSP-25

2412.11394 2024-12-17 cs.HC 85%

Privacy-Preserving Brain-Computer Interfaces: A Systematic Review

K. Xia, W. Duch, Y. Sun, K. Xu, W. Fang, H. Luo, Y. Zhang, D. Sang, X. Xu, F-Y Wang, D. Wu

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

Journal ref IEEE Trans. on Computational Social Systems, 10(5):2312-2324, 2023

2407.05550 2024-11-19 cs.HC cs.AI 85%

MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning

Minghao Xiao, Zhengxi Zhu, Kang Xie, Bin Jiang

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

2303.10577 2024-10-10 cs.HC 85%

Enhancing Immersion and Presence in the Metaverse with Over-the-Air Brain-Computer Interface

Nguyen Quang Hieu, Dinh Thai Hoang, Diep N. Nguyen, Van-Dinh Nguyen, Yong Xiao, Eryk Dutkiewicz

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

Comments arXiv admin note: text overlap with arXiv:2212.08811

2409.18375 2024-09-30 cs.NE q-bio.NC 85%

AM-MTEEG: Multi-task EEG classification based on impulsive associative memory

Junyan Li, Bin Hu, Zhi-Hong Guan

专题命中 EEG解码：EEG(title,abstract)；BCI(abstract)；brain-computer interface(abstract)；分类 q-bio.NC

2409.16312 2024-09-26 q-bio.QM cs.AI eess.SP 85%

SEE: Semantically Aligned EEG-to-Text Translation

Yitian Tao, Yan Liang, Luoyu Wang, Yongqing Li, Qing Yang, Han Zhang

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

Comments 4 pages

2409.03976 2024-09-09 cs.HC 85%

DECAN: A Denoising Encoder via Contrastive Alignment Network for Dry Electrode EEG Emotion Recognition

Meihong Zhang, Shaokai Zhao, Shuai Wang, Zhiguo Luo, Liang Xie, Tiejun Liu, Dezhong Yao, Ye Yan, Erwei Yin

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

2409.00962 2024-09-04 cs.HC 85%

Mental-Gen: A Brain-Computer Interface-Based Interactive Method for Interior Space Generative Design

Yijiang Liu, Hui Wang

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

Comments 18 pages, 8 figures

2408.12121 2024-08-23 cs.HC cs.AI 85%

Emotion-Agent: Unsupervised Deep Reinforcement Learning with Distribution-Prototype Reward for Continuous Emotional EEG Analysis

Zhihao Zhou, Qile Liu, Jiyuan Wang, Zhen Liang

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

Comments 11 pages, 4 figures, 4 tables, submitted to AAAI 2025

2209.01932 2024-06-19 eess.SP 85%

Subject-independent trajectory prediction using pre-movement EEG during grasp and lift task

Anant Jain, Lalan Kumar

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

2405.02422 2024-05-08 eess.SP 85%

Precision Enhancement in Sustained Visual Attention Training Platforms: Offline EEG Signal Analysis for Classifier Fine-Tuning

Maryam Norouzi, Mohammad Zaeri Amirani, Yalda Shahriari, Reza Abiri

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

Comments 5 pages, 3 figures, 18 references, EMBC conference

2403.15432 2024-03-26 eess.SP cs.AI cs.HC cs.LG cs.RO 85%

BRIEDGE: EEG-Adaptive Edge AI for Multi-Brain to Multi-Robot Interaction

Jinhui Ouyang, Mingzhu Wu, Xinglin Li, Hanhui Deng, Di Wu

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

2401.15681 2024-01-30 cs.HC 85%

From Word Embedding to Reading Embedding Using Large Language Model, EEG and Eye-tracking

Yuhong Zhang, Shilai Yang, Gert Cauwenberghs, Tzyy-Ping Jung

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

2008.08633 2023-11-28 cs.CV cs.LG 85%

Spatio-Temporal EEG Representation Learning on Riemannian Manifold and Euclidean Space

Guangyi Zhang, Ali Etemad

专题命中 EEG解码：EEG(title,abstract)；BCI(abstract)；motor imagery(abstract)；分类 cs.LG

Comments Accepted in IEEE Transactions on Emerging Topics in Computational Intelligence. 15 pages, 6 figures

2303.03632 2023-11-27 cs.HC 85%

MindSculpt: Using a Brain-Computer Interface to Enable Designers to Create Diverse Geometries by Thinking

Qi Yang, Jesus G. Cruz-Garza, Saleh Kalantari

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

Journal ref Proceedings of the 41st Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA 2021)

1. EEG解码 3877 篇

Toward Adaptive BCIs: Enhancing Decoding Stability via User State-Aware EEG Filtering

HEAR: An EEG Foundation Model with Heterogeneous Electrode Adaptive Representation

DBConformer: Dual-Branch Convolutional Transformer for EEG Decoding

Handwriting Imagery EEG Classification based on Convolutional Neural Networks

Detecting Reading-Induced Confusion Using EEG and Eye Tracking

MindChat: Enhancing BCI Spelling with Large Language Models in Realistic Scenarios

Neural Networks Meet Neural Activity: Utilizing EEG for Mental Workload Estimation

Neural Signatures Within and Between Chess Puzzle Solving and Standard Cognitive Tasks for Brain-Computer Interfaces: A Low-Cost Electroencephalography Study

Fast SSVEP Detection Using a Calibration-Free EEG Decoding Framework

Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers

Sub-Scalp Brain-Computer Interface Device Design and Fabrication

Decoding Imagined Handwriting from EEG

Edge-Fog Computing-Enabled EEG Data Compression via Asymmetrical Variational Discrete Cosine Transform Network

Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models

Enhancing Listened Speech Decoding from EEG via Parallel Phoneme Sequence Prediction

Naturalistic Music Decoding from EEG Data via Latent Diffusion Models

Privacy-Preserving Brain-Computer Interfaces: A Systematic Review

MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning

Enhancing Immersion and Presence in the Metaverse with Over-the-Air Brain-Computer Interface

AM-MTEEG: Multi-task EEG classification based on impulsive associative memory

SEE: Semantically Aligned EEG-to-Text Translation

DECAN: A Denoising Encoder via Contrastive Alignment Network for Dry Electrode EEG Emotion Recognition

Mental-Gen: A Brain-Computer Interface-Based Interactive Method for Interior Space Generative Design

Emotion-Agent: Unsupervised Deep Reinforcement Learning with Distribution-Prototype Reward for Continuous Emotional EEG Analysis

Subject-independent trajectory prediction using pre-movement EEG during grasp and lift task

Precision Enhancement in Sustained Visual Attention Training Platforms: Offline EEG Signal Analysis for Classifier Fine-Tuning

BRIEDGE: EEG-Adaptive Edge AI for Multi-Brain to Multi-Robot Interaction

From Word Embedding to Reading Embedding Using Large Language Model, EEG and Eye-tracking

Spatio-Temporal EEG Representation Learning on Riemannian Manifold and Euclidean Space

MindSculpt: Using a Brain-Computer Interface to Enable Designers to Create Diverse Geometries by Thinking