SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification

23 May 2021

Papers citing "SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification"

45 / 45 papers shown

Title
sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Jingyuan Chen Yuan Yao Mie Anderson Natalie Hauglund Celia Kjaerby Verena Untiet Maiken Nedergaard Jiebo Luo 41 1 0 28 Jan 2025
BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging Xinliang Zhou Yuzhe Han Z. Chen Chenyu Liu Yi Ding Ziyu Jia Yang Liu Mamba 37 1 0 03 Nov 2024
Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks Mathieu Seraphim Alexis Lechervy Florian Yger Luc Brun Olivier Etard 30 1 0 18 Oct 2024
SplitSEE: A Splittable Self-supervised Framework for Single-Channel EEG Representation Learning Rikuto Kotoge Zheng Chen Tasuku Kimura Yasuko Matsubara Takufumi Yanagisawa H. Kishima Yasushi Sakurai OOD SSL 24 1 0 15 Oct 2024
Evaluating the Influence of Temporal Context on Automatic Mouse Sleep Staging through the Application of Human Models Javier García Ciudad Morten Mørup B. R. Kornum Alexander Neergaard Zahid 19 0 0 06 Jun 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 29 2 0 24 May 2024
Clustering and Data Augmentation to Improve Accuracy of Sleep Assessment and Sleep Individuality Analysis Shintaro Tamai M. Numao Ken-ichi Fukui 21 0 0 16 Apr 2024
WaveSleepNet: An Interpretable Network for Expert-like Sleep Staging Yan Pei Wei Luo 44 0 0 11 Apr 2024
SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers Jonathan Carter João Jorge O. Gibson Lionel Tarassenko 29 2 0 04 Apr 2024
Label-Efficient Sleep Staging Using Transformers Pre-trained with Position Prediction S. Lala Hanlin Goh Chris Sandino 16 0 0 29 Mar 2024
Assessing the importance of long-range correlations for deep-learning-based sleep staging Tiezhi Wang Nils Strodthoff 27 1 0 22 Feb 2024
Bridging AI and Clinical Practice: Integrating Automated Sleep Scoring Algorithm with Uncertainty-Guided Physician Review M. Bechny Giuliana Monachino Luigi Fiorillo J. van der Meer Markus H. Schmidt C. Bassetti A. Tzovara F. Faraci 24 3 0 22 Dec 2023
A novel dual-stream time-frequency contrastive pretext tasks framework for sleep stage classification Sergio Kazatzidis S. Mehrkanoon AI4TS 14 1 0 15 Dec 2023
Uncertainty Quantification in Machine Learning for Biosignal Applications -- A Review Ivo Pascal de Jong A. Sburlea Matias Valdenegro-Toro 12 1 0 15 Nov 2023
CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion Anders Vestergaard Norskov Alexander Neergaard Zahid Morten Morup 37 2 0 13 Nov 2023
S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models Tiezhi Wang Nils Strodthoff 44 5 0 10 Oct 2023
aSAGA: Automatic Sleep Analysis with Gray Areas M. Rusanen Gabriel Jouan R. Huttunen Sami Nikkonen Sigríður Sigurðardóttir ... E. S. Arnardóttir T. Leppänen A. Islind S. Kainulainen H. Korkalainen 21 4 0 03 Oct 2023
Structure-Preserving Transformers for Sequences of SPD Matrices Mathieu Seraphim Alexis Lechervy Florian Yger Luc Brun Olivier Etard 11 1 0 14 Sep 2023
Transparency in Sleep Staging: Deep Learning Method for EEG Sleep Stage Classification with Model Interpretability Shivam Kumar Sharma Suvadeep Maiti S. Mythirayee Srijithesh P. Rajendran R. S. Bapi 12 2 0 10 Sep 2023
U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging E. Heremans Nabeel Seedat B. Buyse D. Testelmans M. Schaar Marina De Vos 24 5 0 07 Jun 2023
Deep Learning-Enabled Sleep Staging From Vital Signs and Activity Measured Using a Near-Infrared Video Camera Jonathan Carter João Jorge B. Venugopal O. Gibson Lionel Tarassenko 11 6 0 06 Jun 2023
Contrastive Learning for Sleep Staging based on Inter Subject Correlation Tongxu Zhang Bei Wang 22 0 0 05 May 2023
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 24 11 0 27 Mar 2023
Improving Transformer Performance for French Clinical Notes Classification Using Mixture of Experts on a Limited Dataset Thanh-Dung Le P. Jouvet R. Noumeir MoE MedIm 67 5 0 22 Mar 2023
PrecTime: A Deep Learning Architecture for Precise Time Series Segmentation in Industrial Manufacturing Operations S. Gaugel M. Reichert AI4TS 19 16 0 27 Jan 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 13 43 0 09 Jan 2023
Fast Entropy-Based Methods of Word-Level Confidence Estimation for End-To-End Automatic Speech Recognition A. Laptev Boris Ginsburg 28 7 0 16 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 25 7 0 04 Dec 2022
Performance and utility trade-off in interpretable sleep staging Irfan Al-Hussaini Cassie S. Mitchell 16 3 0 07 Nov 2022
A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data Mithunjha Anandakumar Jathurshan Pradeepkumar S. L. Kappel Chamira U. S. Edussooriya A. D. Silva 11 2 0 27 Oct 2022
LEAVES: Learning Views for Time-Series Data in Contrastive Learning Han Yu Huiyuan Yang Akane Sano AI4TS 22 5 0 13 Oct 2022
Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li 13 23 0 10 Oct 2022
A Transformer-based deep neural network model for SSVEP classification Jianbo Chen Yangsong Zhang Yudong Pan Peng Xu Cuntai Guan 15 50 0 09 Oct 2022
MAtt: A Manifold Attention Network for EEG Decoding Yue Pan Jing-Lun Chou Chunshan Wei 15 41 0 05 Oct 2022
SERF: Interpretable Sleep Staging using Embeddings, Rules, and Features Irfan Al-Hussaini Cassie S. Mitchell 14 7 0 21 Sep 2022
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning Seongju Lee Yeonguk Yu S. Back H. Seo Kyoobin Lee 23 28 0 20 Sep 2022
Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers Jathurshan Pradeepkumar Mithunjha Anandakumar Vinith Kugathasan Dhinesh Suntharalingham S. L. Kappel A. D. Silva Chamira U. S. Edussooriya 31 31 0 15 Aug 2022
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring Jeroen Van Der Donckt Jonas Van Der Donckt Emiel Deprost N. Vandenbussche Michael Rademaker Gilles Vandewiele Sofie Van Hoecke 18 35 0 15 Jul 2022
Automatic Sleep Scoring from Large-scale Multi-channel Pediatric EEG Harlin Lee Aaqib Saeed 22 3 0 30 Jun 2022
Automated Sleep Staging via Parallel Frequency-Cut Attention Zheng Chen Ziwei Yang Lingwei Zhu Wei Chen T. Tamura N. Ono M. Altaf-Ul-Amin Shigehiko Kanaya Ming Huang 13 17 0 07 Apr 2022
SleepPPG-Net: a deep learning algorithm for robust sleep staging from continuous photoplethysmography Kevin Kotzen Peter H. Charlton Sharon Salabi Lea Amar A. Landesberg Joachim A. Behar 22 29 0 11 Feb 2022
Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions Huy P Phan Kaare B. Mikkelsen 11 93 0 03 Nov 2021
An Uncertainty-aware Loss Function for Training Neural Networks with Calibrated Predictions Afshar Shamsi Hamzeh Asgharnezhad AmirReza Tajally Saeid Nahavandi Henry Leung UQCV 36 6 0 07 Oct 2021
Pediatric Automatic Sleep Staging: A comparative study of state-of-the-art deep learning methods Huy P Phan Alfred Mertins M. Baumert 31 13 0 23 Aug 2021
RobustSleepNet: Transfer learning for automated sleep staging at scale Antoine Guillot Valentin Thorey OOD 37 83 0 07 Jan 2021