MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification

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MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification

13 February 2025

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Papers citing "MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification"

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Title
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities Konstantinos Kontras Christos Chatzichristos Huy P Phan Johan A. K. Suykens Marina De Vos AI4TS 53 12 0 27 Mar 2023
L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging Huy P Phan Kristian P. Lorenzen E. Heremans Oliver Y. Chén Minh C. Tran P. Koch Alfred Mertins M. Baumert Kaare B. Mikkelsen Marina De Vos 45 44 0 09 Jan 2023
MAEEG: Masked Auto-encoder for EEG Representation Learning H. Chien Hanlin Goh Christopher M. Sandino Joseph Y. Cheng 52 48 0 27 Oct 2022
Self-supervised Contrastive Learning for EEG-based Sleep Staging Xue Jiang Jianhui Zhao Bo Du Zhiyong Yuan 90 63 0 16 Sep 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 101 207 0 28 Jan 2021
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 98 213 0 08 Jul 2020
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging Mathias Perslev M. Jensen S. Darkner P. Jennum Christian Igel AI4TS 134 251 0 24 Oct 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
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 106 420 0 28 Sep 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,356 0 10 Jul 2018
Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 118 341 0 16 May 2018
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG A. Supratak Hao Dong Chao Wu Yike Guo 82 959 0 12 Mar 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 601 12,741 0 11 Dec 2014
Generalized Denoising Auto-Encoders as Generative Models Yoshua Bengio L. Yao Guillaume Alain Pascal Vincent 118 540 0 29 May 2013