Advances in Modeling and Interpretability of Deep Neural Sleep Staging: A Systematic Review
Sleep staging has a very important role in diagnosing patients with sleep disorders. In
general, this task is very time-consuming for physicians to perform. Deep learning shows …
general, this task is very time-consuming for physicians to perform. Deep learning shows …
PSEENet: A pseudo-siamese neural network incorporating electroencephalography and electrooculography characteristics for heterogeneous sleep staging
W Zhou, N Shen, L Zhou, M Liu, Y Zhang… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Sleep staging plays a critical role in evaluating the quality of sleep. Currently, most studies
are either suffering from dramatic performance drops when co** with varying input …
are either suffering from dramatic performance drops when co** with varying input …
DistillSleep: Leverage Self-distillation to Improve Performance After Representation Learning for Sleep Staging
L Yu, X Zhang, S Qian, H Sun - International Conference on Multimedia …, 2025 - Springer
Supervised learning for automatic sleep staging often requires large amounts of expert-
labeled data. However, the rapid growth of data has not been matched by a corresponding …
labeled data. However, the rapid growth of data has not been matched by a corresponding …