# Medical Time Series Classification on APAVA 2-Classes Source: [Medical Time Series Classification on APAVA 2-Classes]() Collection index: [llms.txt]() Data updated: 2026-05-04T08:30:58.750Z Evaluation of Medical Time Series Classification performance on the APAVA 2-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) | APAVA 2-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 | 80.29 | Not recorded | 69f82806c0f56ed8430889b3 | | Medformer | 78.74 | Not recorded | 69f82806c0f56ed8430889b3 | | Reformer | 78.7 | Not recorded | 69f82806c0f56ed8430889b3 | | Transformer | 76.3 | Not recorded | 69f82806c0f56ed8430889b3 | | FEDformer | 74.94 | Not recorded | 69f82806c0f56ed8430889b3 | | iTransformer | 74.55 | Not recorded | 69f82806c0f56ed8430889b3 | | Crossformer | 73.77 | Not recorded | 69f82806c0f56ed8430889b3 | | Informer | 73.11 | Not recorded | 69f82806c0f56ed8430889b3 | | Nonformer | 71.89 | Not recorded | 69f82806c0f56ed8430889b3 | | MTST | 71.14 | Not recorded | 69f82806c0f56ed8430889b3 | | Autoformer | 68.64 | Not recorded | 69f82806c0f56ed8430889b3 | | PatchTST | 67.03 | Not recorded | 69f82806c0f56ed8430889b3 | ### TS-Fingerprint Accuracy: 80.29. Result ID: 69f8592847f34ce924dc0d30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Medformer Accuracy: 78.74. Result ID: 69f8592847f34ce924dc0d2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reformer Accuracy: 78.7. Result ID: 69f8592847f34ce924dc0d2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer Accuracy: 76.3. Result ID: 69f8592847f34ce924dc0d2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FEDformer Accuracy: 74.94. Result ID: 69f8592847f34ce924dc0d27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer Accuracy: 74.55. Result ID: 69f8592847f34ce924dc0d29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Crossformer Accuracy: 73.77. Result ID: 69f8592847f34ce924dc0d26. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Informer Accuracy: 73.11. Result ID: 69f8592847f34ce924dc0d28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Nonformer Accuracy: 71.89. Result ID: 69f8592847f34ce924dc0d2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTST Accuracy: 71.14. Result ID: 69f8592847f34ce924dc0d2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Autoformer Accuracy: 68.64. Result ID: 69f8592847f34ce924dc0d25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST Accuracy: 67.03. Result ID: 69f8592847f34ce924dc0d2c. [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.