脑机接口 / BCI

Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics

Jiahe Li, Xin Chen, Fanqi Shen, Junru Chen, Yuxin Liu, Daoze Zhang, Zhizhang Yuan, Fang Zhao, Meng Li, Yang Yang

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； DiFint Technology (Shanghai) Co（上海迪芬特技术有限公司） ； Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences（中国科学院上海微系统与信息技术研究所） ； School of Graduate Study, University of Chinese Academy of Sciences（中国科学院大学研究生院） ； The INSIDE Institute for Biological and Artificial Intelligence（生物与人工智能研究所） 纠错

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

Multi-class Decoding of Attended Speaker Direction Using Electroencephalogram and Audio Spatial Spectrum

Yuanming Zhang, Jing Lu, Fei Chen, Haoliang Du, Xia Gao, Zhibin Lin

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

Comments Submitted to IEEE TNSRE

BrainFLORA: Uncovering Brain Concept Representation via Multimodal Neural Embeddings

Dongyang Li, Haoyang Qin, Mingyang Wu, Chen Wei, Quanying Liu

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

Comments ACM MM 2025

PySeizure: A single machine learning classifier framework to detect seizures in diverse datasets

Bartlomiej Chybowski, Shima Abdullateef, Hollan Haule, Alfredo Gonzalez-Sulser, Javier Escudero

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

KenCoh: A Ranked-Based Canonical Coherence

Mara Sherlin D. Talento, Sarbojit Roy, Tania Reyes Vallejo, Leena A Ibrahim, Hernando C. Ombao

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

BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation

Jilong Li, Zhenxi Song, Jiaqi Wang, Meishan Zhang, Honghai Liu, Min Zhang, Zhiguo Zhang

机构 * Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学（深圳）） ； Peng Cheng Laboratory, China（鹏城实验室） 纠错

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

Comments 8 pages (excluding references), accepted by Findings of ACL 2025

Journal ref Findings of the Association for Computational Linguistics: ACL 2025, pages 2762-2778, July 2025, Vienna, Austria

NeuroCLIP: A Multimodal Contrastive Learning Method for rTMS-treated Methamphetamine Addiction Analysis

Chengkai Wang, Di Wu, Yunsheng Liao, Wenyao Zheng, Ziyi Zeng, Xurong Gao, Hemmings Wu, Zhoule Zhu, Jie Yang, Lihua Zhong, Weiwei Cheng, Yun-Hsuan Chen, Mohamad Sawan

机构 * CenBRAIN Neurotech Center of Excellence, School of Engineering, Westlake University（西溪大学工程学院先进神经技术中心） ； School of Data Science, Xiamen University Malaysia（马来西亚厦门大学数据科学学院） ； Department of Neurosurgery, Second Affiliated Hospital, School of Medicine, Zhejiang University（浙江大学医学院附属第二医院神经外科） ； Department of Education and Correction, Zhejiang Gongchen Compulsory Isolated Detoxification Center（浙江省公检强制隔离戒毒所教育矫正部） ； Zhejiang Liangzhu Compulsory Isolated Detoxification Center（浙江省良渚强制隔离戒毒所） 纠错

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

Graph Convolutional Neural Networks to Model the Brain for Insomnia

Kevin Monteiro, Sam Nallaperuma-Herzberg, Martina Mason, Steve Niederer

机构 * University of Cambridge（剑桥大学） ； Respiratory and Sleep Centre, Royal Papworth Hospital（呼吸与睡眠中心，皇家帕威斯医院） ； Alan Turing Institute（艾伦·图灵研究所） 纠错

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

Comments 12 pages, 6 figures. This version has been accepted as a full paper at the 2025 AI in Healthcare (AIiH) Conference

Mapping Emotions in the Brain: A Bi-Hemispheric Neural Model with Explainable Deep Learning

David Freire-Obregón, Agnieszka Dubiel, Prasoon Kumar Vinodkumar, Gholamreza Anbarjafari, Dorota Kamińska, Modesto Castrillón-Santana

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

Comments Accepted at Neuro-Inspired AI Workshop at 23rd International Conference on Image Analysis and Processing (ICIAP 2025)

sEEG-based Encoding for Sentence Retrieval: A Contrastive Learning Approach to Brain-Language Alignment

Yijun Liu

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

Comments Accepted for poster presentation at the CVPR 2025 Workshop on Multimodal Foundation Models (MMFM3)

Neural Speech Tracking in a Virtual Acoustic Environment: Audio-Visual Benefit for Unscripted Continuous Speech

Mareike Daeglau, Juergen Otten, Giso Grimm, Bojana Mirkovic, Volker Hohmann, Stefan Debener

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

Single-word Auditory Attention Decoding Using Deep Learning Model

Nhan Duc Thanh Nguyen, Huy Phan, Kaare Mikkelsen, Preben Kidmose

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

Comments 5 pages, 3 figures

The Effect of Acute Stress on the Interpretability and Generalization of Schizophrenia Predictive Machine Learning Models

Gideon Vos, Maryam Ebrahimpour, Liza van Eijk, Zoltan Sarnyai, Mostafa Rahimi Azghadi

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

Comments 20 pages, 7 figures

Real-time Sub-milliwatt Epilepsy Detection Implemented on a Spiking Neural Network Edge Inference Processor

Ruixin Lia, Guoxu Zhaoa, Dylan Richard Muir, Yuya Ling, Karla Burelo, Mina Khoei, Dong Wang, Yannan Xing, Ning Qiao

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

Journal ref Computers in Biology and Medicine(2024), 183, 109225

Comparison of Epilepsy Induced by Ischemic Hypoxic Brain Injury and Hypoglycemic Brain Injury using Multilevel Fusion of Data Features

Sameer Kadem, Noor Sami, Ahmed Elaraby, Shahad Alyousif, Mohammed Jalil, M. Altaee, Muntather Almusawi, A. Ghany Ismaeel, Ali Kamil Kareem, Massila Kamalrudin, Adnan Allwi ftaiet

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

Comments 16 Pages, 12 Figures, 2 Tables

Journal ref Fusion: Practice and Applications Volume 10 , Issue 1 , PP: 100-115, 2023

Bayesian Functional Connectivity and Graph Convolutional Network for Working Memory Load Classification

Harshini Gangapuram, Vidya Manian

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

Enhancing Understanding of Driving Attributes through Quantitative Assessment of Driver Cognition

Pallabjyoti Kakoti, Mukesh Kumar Kamti, Rauf Iqbal, Eeshankur Saikia

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

NeuroHeed+: Improving Neuro-steered Speaker Extraction with Joint Auditory Attention Detection

Zexu Pan, Gordon Wichern, Francois G. Germain, Sameer Khurana, Jonathan Le Roux

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

Brain-Driven Representation Learning Based on Diffusion Model

Soowon Kim, Seo-Hyun Lee, Young-Eun Lee, Ji-Won Lee, Ji-Ha Park, Seong-Whan Lee

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

EpiDeNet: An Energy-Efficient Approach to Seizure Detection for Embedded Systems

Thorir Mar Ingolfsson, Upasana Chakraborty, Xiaying Wang, Sandor Beniczky, Pauline Ducouret, Simone Benatti, Philippe Ryvlin, Andrea Cossettini, Luca Benini

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

Comments 5 pages, 4 tables, 1 figure, Accepted at BioCAS 2023

Evaluating the structure of cognitive tasks with transfer learning

Bruno Aristimunha, Raphael Y. de Camargo, Walter H. Lopez Pinaya, Sylvain Chevallier, Alexandre Gramfort, Cedric Rommel

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

Comments 19 pages, 9 figures

Synthesizing Affective Neurophysiological Signals Using Generative Models: A Review Paper

Alireza F. Nia, Vanessa Tang, Gonzalo Maso Talou, Mark Billinghurst

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

Multimodal Affective States Recognition Based on Multiscale CNNs and Biologically Inspired Decision Fusion Model

Yuxuan Zhao, Xinyan Cao, Jinlong Lin, Dunshan Yu, Xixin Cao

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

Comments 21 pages, 11 figures, 8 tables

Journal ref IEEE Transactions on Affective Computing 14 (2023) 1391-1403

A Decomposition-Based Hybrid Ensemble CNN Framework for Driver Fatigue Recognition

Ruilin Li, Ruobin Gao, P. N. Suganthan

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

Journal ref Information Sciences. 2023

Identification of Cognitive Workload during Surgical Tasks with Multimodal Deep Learning

Kaizhe Jin, Adrian Rubio-Solis, Ravi Naik, Tochukwu Onyeogulu, Amirul Islam, Salman Khan, Izzeddin Teeti, James Kinross, Daniel R Leff, Fabio Cuzzolin, George Mylonas

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

Neural Correlates of Face Familiarity Perception

Evan Ehrenberg, Kleovoulos Leo Tsourides, Hossein Nejati, Ngai-Man Cheung, Pawan Sinha

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

Binary Single-dimensional Convolutional Neural Network for Seizure Prediction

Shiqi Zhao, Jie Yang, Yankun Xu, Mohamad Sawan

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

Comments 2020 IEEE International Symposium on Circuits and Systems (ISCAS)

Multi-Tier Platform for Cognizing Massive Electroencephalogram

Zheng Chen, Lingwei Zhu, Ziwei Yang, Renyuan Zhang

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

Comments 7 pages, accepted by IJCAI 2022

PDE-constrained optimization for electroencephalographic source reconstruction

M. S. Malovichko, N. B. Yavich, A. M. Razorenova, N. A. Koshev

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

Toward Open-World Electroencephalogram Decoding Via Deep Learning: A Comprehensive Survey

Xun Chen, Chang Li, Aiping Liu, Martin J. McKeown, Ruobing Qian, Z. Jane Wang

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

Comments Accepted by the IEEE Signal Processing Magazine