# Medical Time Series Classification on FLAAP 10-Classes Source: [Medical Time Series Classification on FLAAP 10-Classes]() Collection index: [llms.txt]() Data updated: 2026-05-04T08:30:58.811Z Evaluation of Medical Time Series Classification performance on the FLAAP 10-Classes dataset. 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) | FLAAP 10-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 | 77.59 | Not recorded | 69f82806c0f56ed8430889b3 | | Nonformer | 76.68 | Not recorded | 69f82806c0f56ed8430889b3 | | Medformer | 76.44 | Not recorded | 69f82806c0f56ed8430889b3 | | Crossformer | 75.84 | Not recorded | 69f82806c0f56ed8430889b3 | | Transformer | 74.96 | Not recorded | 69f82806c0f56ed8430889b3 | | Informer | 73.72 | Not recorded | 69f82806c0f56ed8430889b3 | | iTransformer | 71.77 | Not recorded | 69f82806c0f56ed8430889b3 | | Autoformer | 71.66 | Not recorded | 69f82806c0f56ed8430889b3 | | Reformer | 71.65 | Not recorded | 69f82806c0f56ed8430889b3 | | MTST | 71.58 | Not recorded | 69f82806c0f56ed8430889b3 | | FEDformer | 66.05 | Not recorded | 69f82806c0f56ed8430889b3 | | PatchTST | 56.46 | Not recorded | 69f82806c0f56ed8430889b3 | ### TS-Fingerprint Accuracy: 77.59. Result ID: 69f8592847f34ce924dc0d48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Nonformer Accuracy: 76.68. Result ID: 69f8592847f34ce924dc0d43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Medformer Accuracy: 76.44. Result ID: 69f8592847f34ce924dc0d47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Crossformer Accuracy: 75.84. Result ID: 69f8592847f34ce924dc0d3e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer Accuracy: 74.96. Result ID: 69f8592847f34ce924dc0d46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Informer Accuracy: 73.72. Result ID: 69f8592847f34ce924dc0d40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer Accuracy: 71.77. Result ID: 69f8592847f34ce924dc0d41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Autoformer Accuracy: 71.66. Result ID: 69f8592847f34ce924dc0d3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reformer Accuracy: 71.65. Result ID: 69f8592847f34ce924dc0d45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTST Accuracy: 71.58. Result ID: 69f8592847f34ce924dc0d42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FEDformer Accuracy: 66.05. Result ID: 69f8592847f34ce924dc0d3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST Accuracy: 56.46. Result ID: 69f8592847f34ce924dc0d44. [Reporting paper]() [Method origin 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.