Uncovering the structure of clinical EEG signals with self-supervised learning

31 July 2020

Papers citing "Uncovering the structure of clinical EEG signals with self-supervised learning"

24 / 24 papers shown

Title
EEG-Language Modeling for Pathology Detection Sam Gijsen Kerstin Ritter 41 0 0 02 Sep 2024
Foundational GPT Model for MEG Richard Csaky M. Es Oiwi Parker Jones M. Woolrich 34 2 0 14 Apr 2024
Self-supervised Learning for Electroencephalogram: A Systematic Survey Weining Weng Yang Gu Shuai Guo Yuan Ma Zhaohua Yang Yuchen Liu Yiqiang Chen 32 12 0 09 Jan 2024
SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography Federico Del Pup A. Zanola L. F. Tshimanga P. Mazzon M. Atzori 11 4 0 20 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 33 0 0 13 Oct 2023
All by Myself: Learning Individualized Competitive Behaviour with a Contrastive Reinforcement Learning optimization Pablo V. A. Barros A. Sciutti SSL 25 3 0 02 Oct 2023
Neural Memory Decoding with EEG Data and Representation Learning G. Bruns M. Haidar Federico Rubino 27 1 0 25 Jul 2023
Can Self-Supervised Neural Representations Pre-Trained on Human Speech distinguish Animal Callers? Eklavya Sarkar Mathew Magimai.-Doss 16 11 0 23 May 2023
Decoding Neural Activity to Assess Individual Latent State in Ecologically Valid Contexts Stephen M. Gordon Jonathan R. McDaniel Kevin W. King Vernon J. Lawhern J. Touryan 13 4 0 18 Apr 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 27 13 0 13 Feb 2023
MAEEG: Masked Auto-encoder for EEG Representation Learning H. Chien Hanlin Goh Christopher M. Sandino Joseph Y. Cheng 17 48 0 27 Oct 2022
Modeling cognitive load as a self-supervised brain rate with electroencephalography and deep learning Luca Longo 21 16 0 21 Sep 2022
Decoding speech perception from non-invasive brain recordings Alexandre Défossez Charlotte Caucheteux Jérémy Rapin Ori Kabeli J. King 32 115 0 25 Aug 2022
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological Pretraining Di Wu Siyuan Li Jie Yang Mohamad Sawan SSL 28 14 0 20 Apr 2022
A streamable large-scale clinical EEG dataset for Deep Learning Dung Truong Manisha Sinha K. Venkataraju M. Milham Arnaud Delorme 19 4 0 04 Mar 2022
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition Xinke Shen Xianggen Liu Xin Hu Dan Zhang Sen Song 25 141 0 20 Sep 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 18 46 0 09 Jun 2021
An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works A. Shoeibi Parisa Moridian Marjane Khodatars Navid Ghassemi M. Jafari ... Juan M Gorriz Javier Ramírez Abbas Khosravi S. Nahavandi U. Acharya 26 49 0 29 May 2021
Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis Siyi Tang Jared A. Dunnmon Khaled Kamal Saab Xuan Zhang Qianying Huang Florian Dubost D. Rubin Christopher Lee-Messer 25 96 0 16 Apr 2021
Self-supervised representation learning from 12-lead ECG data Temesgen Mehari Nils Strodthoff SSL 16 141 0 23 Mar 2021
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction Mehdi Azabou M. G. Azar Ran Liu Chi-Heng Lin Erik C. Johnson ... Lindsey Kitchell Keith B. Hengen William R. Gray Roncal Michal Valko Eva L. Dyer AI4TS 19 56 0 19 Feb 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 41 202 0 28 Jan 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020