MAEEG: Masked Auto-encoder for EEG Representation Learning

27 October 2022

H. Chien

Hanlin Goh

Christopher M. Sandino

Joseph Y. Cheng

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Papers citing "MAEEG: Masked Auto-encoder for EEG Representation Learning"

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Title
KnowEEG: Explainable Knowledge Driven EEG Classification A. Sahota Navid Mohammadi Foumani Raúl Santos-Rodríguez Z. Abdallah 24 0 0 01 May 2025
Spectrally-Corrected and Regularized QDA Classifier for Spiked Covariance Model Wenya Luo Hua Li Zhidong Bai Zhijun Liu 61 0 0 17 Mar 2025
BioSerenity-E1: a self-supervised EEG model for medical applications Ruggero G. Bettinardi Mohamed Rahmouni Ulysse Gimenez 74 0 0 13 Mar 2025
EEGM2: An Efficient Mamba-2-Based Self-Supervised Framework for Long-Sequence EEG Modeling Jiazhen Hong G. Mackellar Soheila Ghane Mamba 72 0 0 25 Feb 2025
Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics Jiahe Li Xin Chen Fanqi Shen Junru Chen Y. Liu Daoze Zhang Zhizhang Yuan F. Zhao Meng Li Yang Yang 41 0 0 24 Feb 2025
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Younghoon Na Hyun Keun Ahn Hyun-Kyung Lee Yoongeol Lee Seung Hun Oh Hongkwon Kim Jeong-Gun Lee 45 0 0 13 Feb 2025
CiTrus: Squeezing Extra Performance out of Low-data Bio-signal Transfer Learning Eloy Geenjaar Lie Lu 82 0 0 16 Dec 2024
Graph Adapter of EEG Foundation Models for Parameter Efficient Fine Tuning Toyotaro Suzumura H. Kanezashi Shotaro Akahori AI4MH 79 0 0 25 Nov 2024
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 SyDa AI4TS 45 3 0 26 Sep 2024
Enhancing Representation Learning of EEG Data with Masked Autoencoders Yifei Zhou Sitong Liu 46 0 0 09 Aug 2024
Population Transformer: Learning Population-level Representations of Neural Activity Geeling Chau Christopher Wang Sabera Talukder Vighnesh Subramaniam Saraswati Soedarmadji Yisong Yue Boris Katz Andrei Barbu MedIm 73 0 0 05 Jun 2024
A Masked Semi-Supervised Learning Approach for Otago Micro Labels Recognition Meng Shang L. Dedeyne J. Dupont Laura Vercauteren Nadjia Amini ... E. Gielen Sabine Verschueren Carolina Varon W. de Raedt Bart Vanrumste 25 0 0 21 May 2024
Review of Deep Representation Learning Techniques for Brain-Computer Interfaces and Recommendations Pierre Guetschel Sara Ahmadi Michael Tangermann 58 0 0 17 May 2024
EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer Hanwen Liu Daniel Hajialigol Benny Antony Aiguo Han Xuan Wang 37 10 0 03 May 2024
Evaluating Fast Adaptability of Neural Networks for Brain-Computer Interface Anupam Sharma KrishnaP Miyapuram 25 0 0 14 Apr 2024
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 37 5 0 10 Apr 2024
Label-Efficient Sleep Staging Using Transformers Pre-trained with Position Prediction S. Lala Hanlin Goh Chris Sandino 26 0 0 29 Mar 2024
S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention Pierre Guetschel Thomas Moreau Michael Tangermann 32 9 0 18 Mar 2024
Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder Jiaqi Wang Zhenxi Song Zhengyu Ma Xipeng Qiu Min Zhang Zhiguo Zhang 44 5 0 27 Feb 2024
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs Navid Mohammadi Foumani G. Mackellar Soheila Ghane Saad Irtza Nam Nguyen Mahsa Salehi 20 14 0 17 Feb 2024
Knowledge-guided EEG Representation Learning Aditya Kommineni Kleanthis Avramidis Richard Leahy Shrikanth Narayanan SSL 27 3 0 15 Feb 2024
Self-supervised Learning for Electroencephalogram: A Systematic Survey Weining Weng Yang Gu Shuai Guo Yuan Ma Zhaohua Yang Yuchen Liu Yiqiang Chen 38 12 0 09 Jan 2024
ESTformer: Transformer Utilizing Spatiotemporal Dependencies for Electroencaphalogram Super-resolution Dongdong Li Zhongliang Zeng Zhe Wang Hai Yang 31 0 0 03 Dec 2023
A Knowledge-Driven Cross-view Contrastive Learning for EEG Representation Weining Weng Yang Gu Qihui Zhang Yingying Huang Chunyan Miao Yiqiang Chen 28 6 0 21 Sep 2023
Frequency-Aware Masked Autoencoders for Multimodal Pretraining on Biosignals Ran Liu Ellen L. Zippi Hadi Pouransari Chris Sandino Jingping Nie Hanlin Goh Erdrin Azemi Ali Moin 39 12 0 12 Sep 2023
EEG-based Cognitive Load Classification using Feature Masked Autoencoding and Emotion Transfer Learning Dustin Pulver Prithila Angkan Paul Hungler Ali Etemad 43 5 0 01 Aug 2023
Neural Memory Decoding with EEG Data and Representation Learning G. Bruns M. Haidar Federico Rubino 38 1 0 25 Jul 2023
Aerial Image Object Detection With Vision Transformer Detector (ViTDet) Liya Wang A. Tien 49 7 0 28 Jan 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 322 7,481 0 11 Nov 2021
BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data Demetres Kostas Stephane Aroca-Ouellette Frank Rudzicz SSL 49 203 0 28 Jan 2021