# Medical Time Series Classification on ADFTD 3-Classes Source: [Medical Time Series Classification on ADFTD 3-Classes]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:01:54.419Z Evaluation of Medical Time Series Classification performance on the ADFTD 3-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) | ADFTD 3-Classes | | Metric | Accuracy (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (%) | Result date | Report paper | | --- | --- | --- | --- | | Transformer | 97.14 | Not recorded | 6a0fe30cf984739ed6739d93 | | BioFormer | 96.72 | Not recorded | 6a0fe30cf984739ed6739d93 | | Nonformer | 95.89 | Not recorded | 6a0fe30cf984739ed6739d93 | | Informer | 91.18 | Not recorded | 6a0fe30cf984739ed6739d93 | | Reformer | 89.75 | Not recorded | 6a0fe30cf984739ed6739d93 | | Crossformer | 88.98 | Not recorded | 6a0fe30cf984739ed6739d93 | | SoftShape | 88.82 | Not recorded | 6a0fe30cf984739ed6739d93 | | Autoformer | 84.98 | Not recorded | 6a0fe30cf984739ed6739d93 | | FEDformer | 84.18 | Not recorded | 6a0fe30cf984739ed6739d93 | | Medformer | 69.58 | Not recorded | 6a0fe30cf984739ed6739d93 | | PatchTST | 66.35 | Not recorded | 6a0fe30cf984739ed6739d93 | | MTST | 65.07 | Not recorded | 6a0fe30cf984739ed6739d93 | | iTransformer | 64.75 | Not recorded | 6a0fe30cf984739ed6739d93 | | BioFormer | 56.73 | Not recorded | 6a0fe30cf984739ed6739d93 | | SoftShape | 54.6 | Not recorded | 6a0fe30cf984739ed6739d93 | | TS-Fingerprint | 53.91 | Not recorded | 69f82806c0f56ed8430889b3 | | Medformer | 53.27 | Not recorded | 69f82806c0f56ed8430889b3 | | Medformer | 53.27 | Not recorded | 6a0fe30cf984739ed6739d93 | | iTransformer | 52.6 | Not recorded | 69f82806c0f56ed8430889b3 | | iTransformer | 52.6 | Not recorded | 6a0fe30cf984739ed6739d93 | | Reformer | 50.78 | Not recorded | 69f82806c0f56ed8430889b3 | | Reformer | 50.78 | Not recorded | 6a0fe30cf984739ed6739d93 | | Transformer | 50.47 | Not recorded | 69f82806c0f56ed8430889b3 | | Transformer | 50.47 | Not recorded | 6a0fe30cf984739ed6739d93 | | Crossformer | 50.45 | Not recorded | 69f82806c0f56ed8430889b3 | | Crossformer | 50.45 | Not recorded | 6a0fe30cf984739ed6739d93 | | Nonformer | 49.95 | Not recorded | 69f82806c0f56ed8430889b3 | | Nonformer | 49.95 | Not recorded | 6a0fe30cf984739ed6739d93 | | Informer | 48.45 | Not recorded | 69f82806c0f56ed8430889b3 | | Informer | 48.45 | Not recorded | 6a0fe30cf984739ed6739d93 | | FEDformer | 46.3 | Not recorded | 69f82806c0f56ed8430889b3 | | FEDformer | 46.3 | Not recorded | 6a0fe30cf984739ed6739d93 | | MTST | 45.6 | Not recorded | 69f82806c0f56ed8430889b3 | | MTST | 45.6 | Not recorded | 6a0fe30cf984739ed6739d93 | | Autoformer | 45.25 | Not recorded | 69f82806c0f56ed8430889b3 | | Autoformer | 45.25 | Not recorded | 6a0fe30cf984739ed6739d93 | | PatchTST | 44.37 | Not recorded | 69f82806c0f56ed8430889b3 | | PatchTST | 44.37 | Not recorded | 6a0fe30cf984739ed6739d93 | ### Transformer Accuracy (%): 97.14. Result ID: 6a101b77fbc373592c09480f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### BioFormer Accuracy (%): 96.72. Result ID: 6a101b77fbc373592c09481b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Nonformer Accuracy (%): 95.89. Result ID: 6a101b77fbc373592c094814. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Informer Accuracy (%): 91.18. Result ID: 6a101b77fbc373592c094811. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Reformer Accuracy (%): 89.75. Result ID: 6a101b77fbc373592c094810. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Crossformer Accuracy (%): 88.98. Result ID: 6a101b77fbc373592c094816. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### SoftShape Accuracy (%): 88.82. Result ID: 6a101b77fbc373592c09481a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Autoformer Accuracy (%): 84.98. Result ID: 6a101b77fbc373592c094812. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### FEDformer Accuracy (%): 84.18. Result ID: 6a101b77fbc373592c094813. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Medformer Accuracy (%): 69.58. Result ID: 6a101b77fbc373592c094819. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### PatchTST Accuracy (%): 66.35. Result ID: 6a101b77fbc373592c094815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### MTST Accuracy (%): 65.07. Result ID: 6a101b77fbc373592c094818. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### iTransformer Accuracy (%): 64.75. Result ID: 6a101b77fbc373592c094817. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### BioFormer Accuracy (%): 56.73. Result ID: 6a101b77fbc373592c09484f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### SoftShape Accuracy (%): 54.6. Result ID: 6a101b77fbc373592c09484e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### TS-Fingerprint Accuracy (%): 53.91. Result ID: 69f8592847f34ce924dc0d0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Medformer Accuracy (%): 53.27. Result ID: 69f8592847f34ce924dc0d0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Medformer Accuracy (%): 53.27. Result ID: 6a101b77fbc373592c09484d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### iTransformer Accuracy (%): 52.6. Result ID: 69f8592847f34ce924dc0d05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer Accuracy (%): 52.6. Result ID: 6a101b77fbc373592c09484b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Reformer Accuracy (%): 50.78. Result ID: 69f8592847f34ce924dc0d09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reformer Accuracy (%): 50.78. Result ID: 6a101b77fbc373592c094844. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Transformer Accuracy (%): 50.47. Result ID: 69f8592847f34ce924dc0d0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer Accuracy (%): 50.47. Result ID: 6a101b77fbc373592c094843. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Crossformer Accuracy (%): 50.45. Result ID: 69f8592847f34ce924dc0d02. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Crossformer Accuracy (%): 50.45. Result ID: 6a101b77fbc373592c09484a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Nonformer Accuracy (%): 49.95. Result ID: 69f8592847f34ce924dc0d07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Nonformer Accuracy (%): 49.95. Result ID: 6a101b77fbc373592c094848. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Informer Accuracy (%): 48.45. Result ID: 69f8592847f34ce924dc0d04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Informer Accuracy (%): 48.45. Result ID: 6a101b77fbc373592c094845. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### FEDformer Accuracy (%): 46.3. Result ID: 69f8592847f34ce924dc0d03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FEDformer Accuracy (%): 46.3. Result ID: 6a101b77fbc373592c094847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### MTST Accuracy (%): 45.6. Result ID: 69f8592847f34ce924dc0d06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTST Accuracy (%): 45.6. Result ID: 6a101b77fbc373592c09484c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Autoformer Accuracy (%): 45.25. Result ID: 69f8592847f34ce924dc0d01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Autoformer Accuracy (%): 45.25. Result ID: 6a101b77fbc373592c094846. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### PatchTST Accuracy (%): 44.37. Result ID: 69f8592847f34ce924dc0d08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST Accuracy (%): 44.37. Result ID: 6a101b77fbc373592c094849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.