| MSA-CNN: A Lightweight Multi-Scale CNN with Attention for Sleep Stage Classification | Jan 6, 2025 | Automatic Sleep Stage Classification | CodeCode Available | 1 |
| BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging | Nov 3, 2024 | Automatic Sleep Stage ClassificationClassification | —Unverified | 0 |
| Evaluating sleep-stage classification: how age and early-late sleep affects classification performance | Oct 20, 2023 | Automatic Sleep Stage ClassificationClassification | —Unverified | 0 |
| SleepEGAN: A GAN-enhanced Ensemble Deep Learning Model for Imbalanced Classification of Sleep Stages | Jul 4, 2023 | Automatic Sleep Stage ClassificationClassification | —Unverified | 0 |
| Contrastive Learning for Sleep Staging based on Inter Subject Correlation | May 5, 2023 | Automatic Sleep Stage ClassificationContrastive Learning | CodeCode Available | 0 |
| Automatic Sleep Stage Classification with Cross-modal Self-supervised Features from Deep Brain Signals | Feb 7, 2023 | Automatic Sleep Stage ClassificationClassification | —Unverified | 0 |
| A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device | Nov 20, 2022 | Automatic Sleep Stage ClassificationEEG | —Unverified | 0 |
| Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers | Aug 15, 2022 | Automatic Sleep Stage ClassificationDeep Learning | CodeCode Available | 1 |
| Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring | Jul 15, 2022 | Automatic Sleep Stage ClassificationBIG-bench Machine Learning | CodeCode Available | 1 |
| A Novel Sleep Stage Classification Using CNN Generated by an Efficient Neural Architecture Search with a New Data Processing Trick | Oct 27, 2021 | Automatic Sleep Stage ClassificationClassification | —Unverified | 0 |
