EEGUnity: Open-Source Tool in Facilitating Unified EEG Datasets Towards Large-Scale EEG Model
Fuente:
arXiv
Saved in:
| Main Authors: | Qin, Chengxuan, Yang, Rui, You, Wenlong, Chen, Zhige, Zhu, Longsheng, Huang, Mengjie, Wang, Zidong |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
HEAR: An EEG Foundation Model with Heterogeneous Electrode Adaptive Representation
by: Chen, Zhige, et al.
Published: (2025)
by: Chen, Zhige, et al.
Published: (2025)
BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System
by: Zou, Bing, et al.
Published: (2022)
by: Zou, Bing, et al.
Published: (2022)
ChineseEEG-2: An EEG Dataset for Multimodal Semantic Alignment and Neural Decoding during Reading and Listening
by: Chen, Sitong, et al.
Published: (2025)
by: Chen, Sitong, et al.
Published: (2025)
EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces
by: Ding, Yi, et al.
Published: (2024)
by: Ding, Yi, et al.
Published: (2024)
EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition
by: Ding, Yi, et al.
Published: (2024)
by: Ding, Yi, et al.
Published: (2024)
Affordable EEG, Actionable Insights: An Open Dataset and Evaluation Framework for Epilepsy Patient Stratification
by: Tabib, HM Shadman, et al.
Published: (2025)
by: Tabib, HM Shadman, et al.
Published: (2025)
Advancing EEG/MEG Source Imaging with Geometric-Informed Basis Functions
by: Wang, Song, et al.
Published: (2024)
by: Wang, Song, et al.
Published: (2024)
BDAN: Mitigating Temporal Difference Across Electrodes in Cross-Subject Motor Imagery Classification via Generative Bridging Domain
by: Chen, Zhige, et al.
Published: (2024)
by: Chen, Zhige, et al.
Published: (2024)
Towards Practical Emotion Recognition: An Unsupervised Source-Free Approach for EEG Domain Adaptation
by: Imtiaz, Md Niaz, et al.
Published: (2025)
by: Imtiaz, Md Niaz, et al.
Published: (2025)
PRiSE-EEG: A Prior-Guided Foundation Model with Depth-Stratified Experts for Cross-Paradigm EEG Representation Learning
by: Xiong, Wei, et al.
Published: (2026)
by: Xiong, Wei, et al.
Published: (2026)
CLDTA: Contrastive Learning based on Diagonal Transformer Autoencoder for Cross-Dataset EEG Emotion Recognition
by: Liao, Yuan, et al.
Published: (2024)
by: Liao, Yuan, et al.
Published: (2024)
Accelerated Algorithms for Source Orientation Detection (AORI) and Spatiotemporal LCMV (ALCMV) Beamforming in EEG Source Localization
by: Vaziri, Ava Yektaeian, et al.
Published: (2024)
by: Vaziri, Ava Yektaeian, et al.
Published: (2024)
mixEEG: Enhancing EEG Federated Learning for Cross-subject EEG Classification with Tailored mixup
by: Liu, Xuan-Hao, et al.
Published: (2025)
by: Liu, Xuan-Hao, et al.
Published: (2025)
EEGFormer: Towards Transferable and Interpretable Large-Scale EEG Foundation Model
by: Chen, Yuqi, et al.
Published: (2024)
by: Chen, Yuqi, et al.
Published: (2024)
ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models
by: Liu, Chenyu, et al.
Published: (2025)
by: Liu, Chenyu, et al.
Published: (2025)
Large Transformers are Better EEG Learners
by: Wang, Bingxin, et al.
Published: (2023)
by: Wang, Bingxin, et al.
Published: (2023)
EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding
by: Fu, Xi, et al.
Published: (2025)
by: Fu, Xi, et al.
Published: (2025)
Large Cognition Model: Towards Pretrained EEG Foundation Model
by: Chen, Chi-Sheng, et al.
Published: (2025)
by: Chen, Chi-Sheng, et al.
Published: (2025)
PiEEG-16 to Measure 16 EEG Channels with Raspberry Pi for Brain-Computer Interfaces and EEG devices
by: Rakhmatulin, Ildar
Published: (2024)
by: Rakhmatulin, Ildar
Published: (2024)
Task-Oriented Learning for Automatic EEG Denoising
by: Xiang, Tian-Yu, et al.
Published: (2025)
by: Xiang, Tian-Yu, et al.
Published: (2025)
Towards Automated EEG-Based Epilepsy Detection Using Deep Convolutional Autoencoders
by: Stiehl, Annika, et al.
Published: (2025)
by: Stiehl, Annika, et al.
Published: (2025)
EEG-GPT: Exploring Capabilities of Large Language Models for EEG Classification and Interpretation
by: Kim, Jonathan W., et al.
Published: (2024)
by: Kim, Jonathan W., et al.
Published: (2024)
Neuro-GPT: Towards A Foundation Model for EEG
by: Cui, Wenhui, et al.
Published: (2023)
by: Cui, Wenhui, et al.
Published: (2023)
Handwriting Imagery EEG Classification based on Convolutional Neural Networks
by: Yang, Hao, et al.
Published: (2025)
by: Yang, Hao, et al.
Published: (2025)
EEG-GMACN: Interpretable EEG Graph Mutual Attention Convolutional Network
by: Ye, Haili, et al.
Published: (2024)
by: Ye, Haili, et al.
Published: (2024)
L-FAME: Longitudinal Focused Attention Meditation EEG Dataset and Benchmark
by: Li, Angqi, et al.
Published: (2026)
by: Li, Angqi, et al.
Published: (2026)
EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding
by: Aristimunha, Bruno, et al.
Published: (2025)
by: Aristimunha, Bruno, et al.
Published: (2025)
Graph Guided Modulo Recovery of EEG Signals
by: Hazra, Soujanya, et al.
Published: (2025)
by: Hazra, Soujanya, et al.
Published: (2025)
BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals
by: Xiao, Qinfan, et al.
Published: (2025)
by: Xiao, Qinfan, et al.
Published: (2025)
Designing Pre-training Datasets from Unlabeled Data for EEG Classification with Transformers
by: Bary, Tim, et al.
Published: (2024)
by: Bary, Tim, et al.
Published: (2024)
Hyperdimensional Computing for ADHD Classification using EEG Signals
by: Colonnese, Federica, et al.
Published: (2025)
by: Colonnese, Federica, et al.
Published: (2025)
Nigerian Schizophrenia EEG Dataset (NSzED) Towards Data-Driven Psychiatry in Africa
by: Olateju, E. O., et al.
Published: (2023)
by: Olateju, E. O., et al.
Published: (2023)
ArEEG_Chars: Dataset for Envisioned Speech Recognition using EEG for Arabic Characters
by: Darwish, Hazem, et al.
Published: (2024)
by: Darwish, Hazem, et al.
Published: (2024)
Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training
by: Burchert, Johannes, et al.
Published: (2024)
by: Burchert, Johannes, et al.
Published: (2024)
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs
by: Foumani, Navid Mohammadi, et al.
Published: (2024)
by: Foumani, Navid Mohammadi, et al.
Published: (2024)
Window Stacking Meta-Models for Clinical EEG Classification
by: Zhu, Yixuan, et al.
Published: (2024)
by: Zhu, Yixuan, et al.
Published: (2024)
EEG-to-Gait Decoding via Phase-Aware Representation Learning
by: Fu, Xi, et al.
Published: (2025)
by: Fu, Xi, et al.
Published: (2025)
Explain EEG-based End-to-end Deep Learning Models in the Frequency Domain
by: Wang, Hanqi, et al.
Published: (2024)
by: Wang, Hanqi, et al.
Published: (2024)
Feasibility of simultaneous EEG-fMRI at 0.55 T: Recording, Denoising, and Functional Mapping
by: Razmara, Parsa, et al.
Published: (2026)
by: Razmara, Parsa, et al.
Published: (2026)
EEG-to-Voice Decoding of Spoken and Imagined speech Using Non-Invasive EEG
by: Park, Hanbeot, et al.
Published: (2025)
by: Park, Hanbeot, et al.
Published: (2025)
Similar Items
-
HEAR: An EEG Foundation Model with Heterogeneous Electrode Adaptive Representation
by: Chen, Zhige, et al.
Published: (2025) -
BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System
by: Zou, Bing, et al.
Published: (2022) -
ChineseEEG-2: An EEG Dataset for Multimodal Semantic Alignment and Neural Decoding during Reading and Listening
by: Chen, Sitong, et al.
Published: (2025) -
EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces
by: Ding, Yi, et al.
Published: (2024) -
EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition
by: Ding, Yi, et al.
Published: (2024)