# Medical Time Series Classification on SleepEDF 5-Classes Source: [Medical Time Series Classification on SleepEDF 5-Classes]() Collection index: [llms.txt]() Data updated: 2026-05-04T08:30:58.783Z Evaluation of Medical Time Series Classification performance on the 5-class configuration of the SleepEDF dataset, reporting Accuracy, Precision, Recall, F1-score, and AUROC. 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 | Medical Time Series Classification | | Dataset (including any stated split) | SleepEDF 5-Classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1-score](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TS-Fingerprint | 84.18 | Not recorded | 69f82806c0f56ed8430889b3 | | Medformer | 84.05 | Not recorded | 69f82806c0f56ed8430889b3 | | MTST | 82.4 | Not recorded | 69f82806c0f56ed8430889b3 | | iTransformer | 81.68 | Not recorded | 69f82806c0f56ed8430889b3 | | PatchTST | 81.35 | Not recorded | 69f82806c0f56ed8430889b3 | | Crossformer | 80.76 | Not recorded | 69f82806c0f56ed8430889b3 | | Nonformer | 75.51 | Not recorded | 69f82806c0f56ed8430889b3 | | Informer | 73.6 | Not recorded | 69f82806c0f56ed8430889b3 | | Reformer | 72.99 | Not recorded | 69f82806c0f56ed8430889b3 | | Transformer | 70.3 | Not recorded | 69f82806c0f56ed8430889b3 | | FEDformer | 69.16 | Not recorded | 69f82806c0f56ed8430889b3 | | Autoformer | 68.78 | Not recorded | 69f82806c0f56ed8430889b3 | ### TS-Fingerprint Accuracy: 84.18. Result ID: 69f8592847f34ce924dc0d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Medformer Accuracy: 84.05. Result ID: 69f8592847f34ce924dc0d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTST Accuracy: 82.4. Result ID: 69f8592847f34ce924dc0d36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer Accuracy: 81.68. Result ID: 69f8592847f34ce924dc0d35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST Accuracy: 81.35. Result ID: 69f8592847f34ce924dc0d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Crossformer Accuracy: 80.76. Result ID: 69f8592847f34ce924dc0d32. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Nonformer Accuracy: 75.51. Result ID: 69f8592847f34ce924dc0d37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Informer Accuracy: 73.6. Result ID: 69f8592847f34ce924dc0d34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reformer Accuracy: 72.99. Result ID: 69f8592847f34ce924dc0d39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer Accuracy: 70.3. Result ID: 69f8592847f34ce924dc0d3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FEDformer Accuracy: 69.16. Result ID: 69f8592847f34ce924dc0d33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Autoformer Accuracy: 68.78. Result ID: 69f8592847f34ce924dc0d31. [Reporting paper]() [Method origin paper]() [Implementation]() 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.