Cover Image

EEG-FM-Bench: A Comprehensive Benchmark for the Systematic Evaluation of EEG Foundation Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xiong, Wei, Li, Jiangtong, Li, Jie, Zhu, Kun, Jiang, Changjun
Format:	Preprint
Published:	2025
Subjects:	Signal Processing Artificial Intelligence Human-Computer Interaction
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ALFEE: Adaptive Large Foundation Model for EEG Representation
by: Xiong, Wei, et al.
Published: (2025)

DynaMind: Reconstructing Dynamic Visual Scenes from EEG by Aligning Temporal Dynamics and Multimodal Semantics to Guided Diffusion
by: Liu, Junxiang, et al.
Published: (2025)

EEG for fatigue monitoring
by: Rakhmatulin, Ildar
Published: (2024)

NeuroPath: Practically Adopting Motor Imagery Decoding through EEG Signals
by: Cao, Jiani, et al.
Published: (2026)

Unveiling Thoughts: A Review of Advancements in EEG Brain Signal Decoding into Text
by: Murad, Saydul Akbar, et al.
Published: (2024)

Decoding Natural Images from EEG for Object Recognition
by: Song, Yonghao, et al.
Published: (2023)

Large Language Models for EEG: A Comprehensive Survey and Taxonomy
by: Babu, Naseem, et al.
Published: (2025)

EEG decoding with conditional identification information
by: Sun, Pengfei, et al.
Published: (2024)

A Real-Time BCI for Stroke Hand Rehabilitation Using Latent EEG Features from Healthy Subjects
by: Omar, F. M., et al.
Published: (2025)

Dataset Refinement for Improving the Generalization Ability of the EEG Decoding Model
by: Kim, Sung-Jin, et al.
Published: (2024)

EEG-based AI-BCI Wheelchair Advancement: A Brain-Computer Interfacing Wheelchair System Using Deep Learning Approach
by: Paneru, Biplov, et al.
Published: (2024)

Riemannian Geometry-Based EEG Approaches: A Literature Review
by: Tibermacine, Imad Eddine, et al.
Published: (2024)

CSP-Net: Common Spatial Pattern Empowered Neural Networks for EEG-Based Motor Imagery Classification
by: Jiang, Xue, et al.
Published: (2024)

Spatial-Temporal Transformer with Curriculum Learning for EEG-Based Emotion Recognition
by: Lin, Xuetao, et al.
Published: (2025)

Exploration of LLMs, EEG, and behavioral data to measure and support attention and sleep
by: Sano, Akane, et al.
Published: (2024)

PL-DCP: A Pairwise Learning framework with Domain and Class Prototypes for EEG emotion recognition under unseen target conditions
by: Li, Guangli, et al.
Published: (2024)

BRIEDGE: EEG-Adaptive Edge AI for Multi-Brain to Multi-Robot Interaction
by: Ouyang, Jinhui, et al.
Published: (2024)

One-Block Transformer (1BT) for EEG-Based Cognitive Workload Assessment
by: Gkikas, Stefanos, et al.
Published: (2026)

NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals
by: Jiang, Wei-Bang, et al.
Published: (2024)

PRiSE-EEG: A Prior-Guided Foundation Model with Depth-Stratified Experts for Cross-Paradigm EEG Representation Learning
by: Xiong, Wei, et al.
Published: (2026)

Same Brain, Different Prediction: How Preprocessing Choices Undermine EEG Decoding Reliability
by: Hou, Dengzhe, et al.
Published: (2026)

Personalized Continual EEG Decoding: Retaining and Transferring Knowledge
by: Li, Dan, et al.
Published: (2024)

Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning
by: Chen, Chi-Sheng, et al.
Published: (2024)

WearBCI Dataset: Understanding and Benchmarking Real-World Wearable Brain-Computer Interfaces Signals
by: Liu, Haoxian, et al.
Published: (2026)

NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG
by: Lee, Cheol-Hui, et al.
Published: (2024)

Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified Framework
by: Kukhilava, Natia, et al.
Published: (2025)

Adversarial Artifact Detection in EEG-Based Brain-Computer Interfaces
by: Chen, Xiaoqing, et al.
Published: (2022)

LibEMER: A novel benchmark and algorithms library for EEG-based Multimodal Emotion Recognition
by: Liu, Zejun, et al.
Published: (2025)

In-Ear Electrode EEG for Practical SSVEP BCI
by: Mouli, Surej, et al.
Published: (2025)

Bridging BCI and Communications: A MIMO Framework for EEG-to-ECoG Wireless Channel Modeling
by: Wang, Jiaheng, et al.
Published: (2025)

Estimating Continuous Muscle Fatigue For Multi-Muscle Coordinated Exercise: A Pilot Study on Walking
by: Yi, Chunzhi, et al.
Published: (2023)

Mind2Matter: Creating 3D Models from EEG Signals
by: Deng, Xia, et al.
Published: (2025)

The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
by: Chevallier, Sylvain, et al.
Published: (2024)

MixNet: Joining Force of Classical and Modern Approaches Toward the Comprehensive Pipeline in Motor Imagery EEG Classification
by: Autthasan, Phairot, et al.
Published: (2024)

Visual Decoding and Reconstruction via EEG Embeddings with Guided Diffusion
by: Li, Dongyang, et al.
Published: (2024)

miMamba: EEG-based Emotion Recognition with Multi-scale Inverted Mamba Models
by: Zhou, Xin, et al.
Published: (2024)

RespDiff: An End-to-End Multi-scale RNN Diffusion Model for Respiratory Waveform Estimation from PPG Signals
by: Miao, Yuyang, et al.
Published: (2024)

The Riemannian Means Field Classifier for EEG-Based BCI Data
by: Andreev, Anton, et al.
Published: (2025)

User Identity Protection in EEG-based Brain-Computer Interfaces
by: Meng, L., et al.
Published: (2024)

EEG-DBNet: A Dual-Branch Network for Temporal-Spectral Decoding in Motor-Imagery Brain-Computer Interfaces
by: Lou, Xicheng, et al.
Published: (2024)