# Sleep Staging on S-EDF Extended

Source: [Sleep Staging on S-EDF Extended](<https://www.sota2.com/research/sota/sleep-staging-on-s-edf-extended>)

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

Data updated: 2026-02-26T05:51:22.742Z

Evaluation of Sleep Staging performance on the S-EDF Extended dataset, reporting Macro F1 score.

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 | Sleep Staging |
| Dataset (including any stated split) | S-EDF Extended |
| Metric | Macro F1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Macro F1](<https://www.sota2.com/research/sota/sleep-staging-on-s-edf-extended.md?metric=Macro%20F1>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Macro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| SimpleSleepNet | 0.791 | Not recorded | 68fa5f021e209131ce9e6e5e |
| SeqSleepNet | 0.785 | Not recorded | 68fa5f021e209131ce9e6e5e |
| DeepSleepNet | 0.781 | Not recorded | 68fa5f021e209131ce9e6e5e |
| Chambon et Al. | 0.766 | Not recorded | 68fa5f021e209131ce9e6e5e |
| Mixed Neural Network | 0.756 | Not recorded | 68fa5f021e209131ce9e6e5e |
| Tsinalis et Al. | 0.747 | Not recorded | 68fa5f021e209131ce9e6e5e |

### SimpleSleepNet

Macro F1: 0.791. Result ID: 698bbb4c7a967eddb770eeaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f021e209131ce9e6e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f021e209131ce9e6e5e.md>)

[Implementation](<https://github.com/Dreem-Organization/dreem-learning-open>)

Recorded evaluation configuration: {"Implementation Source":"Ours"}. This record does not assert independent reproduction.

### SeqSleepNet

Macro F1: 0.785. Result ID: 698bbb4c7a967eddb770eeb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f021e209131ce9e6e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65551e209131cea09c43.md>)

Recorded evaluation configuration: {"Implementation Source":"Ours"}. This record does not assert independent reproduction.

### DeepSleepNet

Macro F1: 0.781. Result ID: 698bbb4c7a967eddb770eeb0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f021e209131ce9e6e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7d711e209131cea9312c.md>)

[Implementation](<https://github.com/akaraspt/deepsleepnet>)

Recorded evaluation configuration: {"Implementation Source":"Ours"}. This record does not assert independent reproduction.

### Chambon et Al.

Macro F1: 0.766. Result ID: 698bbb4c7a967eddb770eeb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f021e209131ce9e6e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5edc1e209131ce9e5d15.md>)

Recorded evaluation configuration: {"Implementation Source":"Ours"}. This record does not assert independent reproduction.

### Mixed Neural Network

Macro F1: 0.756. Result ID: 698bbb4c7a967eddb770eeb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f021e209131ce9e6e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ed11e209131ce9e572f.md>)

Recorded evaluation configuration: {"Implementation Source":"Ours","Input Signals":"Fpz-Cz"}. This record does not assert independent reproduction.

### Tsinalis et Al.

Macro F1: 0.747. Result ID: 698bbb4c7a967eddb770eeb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f021e209131ce9e6e5e.md>)

Recorded evaluation configuration: {"Implementation Source":"Ours"}. This record does not assert independent reproduction.

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