Sleep staging leaderboard
Benchmark results for sleep staging from wearable sensors.
Sleep staging
Dataset: dreamt · Metric: AUROC ↑
| Rank | Method | AUROC |
|---|---|---|
| #1 | Multimodal SSL PPG+ACC + causal Mamba | 0.72 |
| #2 | Multimodal Self-Supervised Learning for Wearable | 0.72 |
Sleep staging
Dataset: dreamt · Metric: Cohen's κ ↑
| Rank | Method | Cohen's κ |
|---|---|---|
| #1 | same | 0.30 |
| #2 | Multimodal Self-Supervised Learning for Wearable | 0.3 |
Sleep staging
Dataset: hmc · Metric: Bal. accuracy ↑
| Rank | Method | Bal. accuracy |
|---|---|---|
| #1 | SpecBraM | 0.7425 |
Sleep staging
Dataset: isruc-s1 · Metric: Bal. accuracy ↑
| Rank | Method | Bal. accuracy |
|---|---|---|
| #1 | SpecBraM | 0.7916 |
Sleep staging
Dataset: opentslm-sleep-cot · Metric: Macro-F1 ↑
| Rank | Method | Macro-F1 |
|---|---|---|
| #1 | Lapras | 79.49 (%) |