Self-supervised Learning for Electroencephalogram: A Systematic Survey

Self-supervised Learning for Electroencephalogram: A Systematic Survey

9 January 2024

Papers citing "Self-supervised Learning for Electroencephalogram: A Systematic Survey"

9 / 9 papers shown

Title
KnowEEG: Explainable Knowledge Driven EEG Classification A. Sahota Navid Mohammadi Foumani Raúl Santos-Rodríguez Z. Abdallah 19 0 0 01 May 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 36 0 0 24 Feb 2025
A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond Shreya Shukla Jose Torres Abhijit Mishra Jacek Gwizdka Shounak Roychowdhury 43 0 0 20 Feb 2025
Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation Yun Xiao Yimeng Zhang Xiaopeng Peng Shuzheng Han Xia Zheng Dingyi Fang Xiaojiang Chen 23 3 0 04 Aug 2024
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs Navid Mohammadi Foumani G. Mackellar Soheila Ghane Saad Irtza Nam Nguyen Mahsa Salehi 12 14 0 17 Feb 2024
Task-oriented Self-supervised Learning for Anomaly Detection in Electroencephalography Yaojia Zheng Zhouwu Liu Rong Mo Ziyi Chen Weiqiao Zheng Ruixuan Wang 24 10 0 04 Jul 2022
Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer Wen-Rang Zhang Ling Yang Shijia Geng Shenda Hong ViT AI4TS 37 40 0 20 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 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 41 198 0 28 Jan 2021