# Four-Class Sleep Staging on Healthy infants

Source: [Four-Class Sleep Staging on Healthy infants](<https://www.sota2.com/research/sota/four-class-sleep-staging-on-healthy-infants>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:11:06.790Z

Evaluation of four-class sleep staging performance using the Healthy infants dataset, reporting specialized metrics like mu-Kappa and T-Kappa.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | four-class sleep staging |
| Dataset (including any stated split) | Healthy infants |
| Metric | mu-Kappa |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [mu-Kappa](<https://www.sota2.com/research/sota/four-class-sleep-staging-on-healthy-infants.md?metric=mu-Kappa>): Higher is better; unit: PERCENT.

- [T-Kappa](<https://www.sota2.com/research/sota/four-class-sleep-staging-on-healthy-infants.md?metric=T-Kappa>): Higher is better; unit: PERCENT.

- [Accuracy (mu)](<https://www.sota2.com/research/sota/four-class-sleep-staging-on-healthy-infants.md?metric=Accuracy%20(mu)>): Higher is better; unit: PERCENT.

- [Accuracy (T)](<https://www.sota2.com/research/sota/four-class-sleep-staging-on-healthy-infants.md?metric=Accuracy%20(T)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mu-Kappa | Result date | Report paper |
| --- | --- | --- | --- |
| Kamon et al. | 26 | Not recorded | 68fa5f571e209131ce9e913a |

### Kamon et al.

mu-Kappa: 26. Result ID: 698bc3cc7a967eddb771309e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f571e209131ce9e913a.md>)

Recorded evaluation configuration: {"N":"8","Modalities":"Motion (Camera-derived)"}. This record does not assert independent reproduction.

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