# 3-class EEG Classification on ADFTD EEG-3 (Cross-subject) Source: [3-class EEG Classification on ADFTD EEG-3 (Cross-subject)]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:06:37.337Z Evaluation of 3-class EEG classification performance on the cross-subject split of the ADFTD EEG-3 dataset, reporting Accuracy, F1 Score, and AUR. 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 | 3-class EEG classification | | Dataset (including any stated split) | ADFTD EEG-3 (Cross-subject) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. - [AUR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BioFormer | 56.73 | Not recorded | 6a0fe30cf984739ed6739d93 | | SoftShape | 54.6 | Not recorded | 6a0fe30cf984739ed6739d93 | | Medformer | 53.27 | Not recorded | 6a0fe30cf984739ed6739d93 | | iTransformer | 52.6 | Not recorded | 6a0fe30cf984739ed6739d93 | | Reformer | 50.78 | Not recorded | 6a0fe30cf984739ed6739d93 | | Transformer | 50.47 | Not recorded | 6a0fe30cf984739ed6739d93 | | Crossformer | 50.45 | Not recorded | 6a0fe30cf984739ed6739d93 | | Nonformer | 49.95 | Not recorded | 6a0fe30cf984739ed6739d93 | | Informer | 48.45 | Not recorded | 6a0fe30cf984739ed6739d93 | | FEDformer | 46.3 | Not recorded | 6a0fe30cf984739ed6739d93 | | MTST | 45.6 | Not recorded | 6a0fe30cf984739ed6739d93 | | Autoformer | 45.25 | Not recorded | 6a0fe30cf984739ed6739d93 | | PatchTST | 44.37 | Not recorded | 6a0fe30cf984739ed6739d93 | ### BioFormer Accuracy: 56.73. Result ID: 6a101b77fbc373592c0947cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"1.47","Win":"4","Reproduced":"true"}. This record does not assert independent reproduction. ### SoftShape Accuracy: 54.6. Result ID: 6a101b77fbc373592c0947cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"3.61","Win":"1","Reproduced":"true"}. This record does not assert independent reproduction. ### Medformer Accuracy: 53.27. Result ID: 6a101b77fbc373592c0947cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"4.94","Win":"0"}. This record does not assert independent reproduction. ### iTransformer Accuracy: 52.6. Result ID: 6a101b77fbc373592c0947c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"7.94","Win":"0"}. This record does not assert independent reproduction. ### Reformer Accuracy: 50.78. Result ID: 6a101b77fbc373592c0947c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"5.25","Win":"0"}. This record does not assert independent reproduction. ### Transformer Accuracy: 50.47. Result ID: 6a101b77fbc373592c0947c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.29","Win":"0"}. This record does not assert independent reproduction. ### Crossformer Accuracy: 50.45. Result ID: 6a101b77fbc373592c0947c8. [Reporting paper]() Recorded evaluation configuration: {"A.Rank":"6.47","Win":"0"}. This record does not assert independent reproduction. ### Nonformer Accuracy: 49.95. Result ID: 6a101b77fbc373592c0947c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.12","Win":"0"}. This record does not assert independent reproduction. ### Informer Accuracy: 48.45. Result ID: 6a101b77fbc373592c0947c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.42","Win":"0"}. This record does not assert independent reproduction. ### FEDformer Accuracy: 46.3. Result ID: 6a101b77fbc373592c0947c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"10.67","Win":"0"}. This record does not assert independent reproduction. ### MTST Accuracy: 45.6. Result ID: 6a101b77fbc373592c0947ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"8.33","Win":"0"}. This record does not assert independent reproduction. ### Autoformer Accuracy: 45.25. Result ID: 6a101b77fbc373592c0947c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"12.25","Win":"0"}. This record does not assert independent reproduction. ### PatchTST Accuracy: 44.37. Result ID: 6a101b77fbc373592c0947c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"8.17","Win":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.