# Sleep Spindle Detection on DREAMS Spindles (Subjects S1-S8) Source: [Sleep Spindle Detection on DREAMS Spindles (Subjects S1-S8)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:43.599Z Evaluation of Sleep Spindle Detection performance on the DREAMS Spindles dataset, reporting subject-specific scores (S1-S8) and the mean 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 Spindle Detection | | Dataset (including any stated split) | DREAMS Spindles (Subjects S1-S8) | | Metric | S1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [S1 Score](): Higher is better; unit: PERCENT. - [S2 Score](): Higher is better; unit: PERCENT. - [S3 Score](): Higher is better; unit: PERCENT. - [S4 Score](): Higher is better; unit: PERCENT. - [S5 Score](): Higher is better; unit: PERCENT. - [S6 Score](): Higher is better; unit: PERCENT. - [S7 Score](): Higher is better; unit: PERCENT. - [S8 Score](): Higher is better; unit: PERCENT. - [Mean Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | S1 Score | Result date | Report paper | | --- | --- | --- | --- | | DNDBN | 58.8 | Not recorded | 68fa69751e209131cea2238a | | DNDBN | 56.5 | Not recorded | 68fa69751e209131cea2238a | | Parekh et al. | 50.1 | Not recorded | 68fa69751e209131cea2238a | | Wendt et al. | 49.1 | Not recorded | 68fa69751e209131cea2238a | | Martin et al. | 43.7 | Not recorded | 68fa69751e209131cea2238a | ### DNDBN S1 Score: 58.8. Result ID: 698daba68b517eb4332300ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Mode":"Supervised (S)","Model Type":"HSM"}. This record does not assert independent reproduction. ### DNDBN S1 Score: 56.5. Result ID: 698daba68b517eb4332300e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Mode":"Unsupervised (U)","Model Type":"HSM"}. This record does not assert independent reproduction. ### Parekh et al. S1 Score: 50.1. Result ID: 698daba68b517eb4332300e8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Wendt et al. S1 Score: 49.1. Result ID: 698daba68b517eb4332300e6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Martin et al. S1 Score: 43.7. Result ID: 698daba68b517eb4332300e7. [Reporting paper]() 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.