# Sleep Stage Prediction on SOF to MESA

Source: [Sleep Stage Prediction on SOF to MESA](<https://www.sota2.com/research/sota/sleep-stage-prediction-on-sof-to-mesa>)

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

Data updated: 2026-02-26T05:27:42.695Z

Evaluation of sleep stage prediction performance using data derived from the SOF and MESA datasets, reporting accuracy.

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 stage prediction |
| Dataset (including any stated split) | SOF to MESA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/sleep-stage-prediction-on-sof-to-mesa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PCIDA | 80 | Not recorded | 68fa68471e209131cea1b07f |
| CDANN | 75.2 | Not recorded | 68fa68471e209131cea1b07f |
| ADDA | 75.1 | Not recorded | 68fa68471e209131cea1b07f |
| MDD | 74.9 | Not recorded | 68fa68471e209131cea1b07f |
| CIDA | 74.8 | Not recorded | 68fa68471e209131cea1b07f |
| DANN | 74.6 | Not recorded | 68fa68471e209131cea1b07f |
| Source-Only | 74 | Not recorded | 68fa68471e209131cea1b07f |
| CUA | 73.6 | Not recorded | 68fa68471e209131cea1b07f |

### PCIDA

Accuracy: 80. Result ID: 698d66758b517eb4332136c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Implementation](<https://github.com/hehaodele/CIDA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CDANN

Accuracy: 75.2. Result ID: 698d66758b517eb4332136be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ADDA

Accuracy: 75.1. Result ID: 698d66758b517eb4332136bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea129e2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MDD

Accuracy: 74.9. Result ID: 698d66758b517eb4332136bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df3d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CIDA

Accuracy: 74.8. Result ID: 698d66758b517eb4332136c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Implementation](<https://github.com/hehaodele/CIDA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DANN

Accuracy: 74.6. Result ID: 698d66758b517eb4332136bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f988d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Source-Only

Accuracy: 74. Result ID: 698d66758b517eb4332136bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CUA

Accuracy: 73.6. Result ID: 698d66758b517eb4332136c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.