SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals

28 May 2024

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Papers citing "SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals"

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Title
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation Salar Abbaspourazad Anshuman Mishra Joseph D. Futoma Andrew C. Miller Ian Shapiro 151 0 0 15 Dec 2024
CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion Anders Vestergaard Norskov Alexander Neergaard Zahid Morten Morup 56 3 0 13 Nov 2023
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images Ming Y. Lu Bowen Chen Andrew Zhang Drew F. K. Williamson Richard J. Chen Tong Ding L. Le Yung-Sung Chuang Faisal Mahmood VLM MedIm 194 102 0 13 Jun 2023
Electrocardiographic Deep Learning for Predicting Post-Procedural Mortality David Ouyang J. Theurer N. Stein J. Hughes P. Elias ... J. Zou N. Cook S. Chugh Susan Cheng C. Albert 31 7 0 30 Apr 2022
Making the Most of Text Semantics to Improve Biomedical Vision--Language Processing Benedikt Boecking Naoto Usuyama Shruthi Bannur Daniel Coelho De Castro Anton Schwaighofer ... Tristan Naumann A. Nori Javier Alvarez-Valle Hoifung Poon Ozan Oktay 71 245 0 21 Apr 2022
3KG: Contrastive Learning of 12-Lead Electrocardiograms using Physiologically-Inspired Augmentations Bryan Gopal Ryan Han Gautham Raghupathi A. Ng G. Tison Pranav Rajpurkar MedIm 52 57 0 21 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
MSED: a multi-modal sleep event detection model for clinical sleep analysis Alexander Neergaard Zahid P. Jennum Emmanuel Mignot H. Sørensen 60 13 0 07 Jan 2021
Contrastive Learning of Medical Visual Representations from Paired Images and Text Yuhao Zhang Hang Jiang Yasuhide Miura Christopher D. Manning C. Langlotz MedIm 150 768 0 02 Oct 2020
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging Huy P Phan Oliver Y. Chén M. Tran P. Koch Alfred Mertins M. D. Vos AI4TS 101 214 0 08 Jul 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David Clifton 81 194 0 27 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 180 4,580 0 23 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 390 18,897 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 172 18,193 0 28 May 2019
SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach Sajad Mousavi Fatemeh Afghah U. R. Acharya 71 386 0 05 Mar 2019
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 131 420 0 28 Sep 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 354 10,369 0 10 Jul 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 218 19,353 0 13 Jan 2018
Neural network an1alysis of sleep stages enables efficient diagnosis of narcolepsy Jens B. Stephansen A. N. Olesen Mads Olsen A. Ambati E. Leary ... C. Kushida P. Peppard H. Sørensen P. Jennum Emmanuel Mignot 68 228 0 05 Oct 2017
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG A. Supratak Hao Dong Chao Wu Yike Guo 95 959 0 12 Mar 2017
Automatic Sleep Stage Scoring with Single-Channel EEG Using Convolutional Neural Networks Orestis Tsinalis Paul M. Matthews Yike Guo Stefanos Zafeiriou 72 298 0 05 Oct 2016