# 2-class EEG classification on APAVA EEG-2 (Cross-subject) Source: [2-class EEG classification on APAVA EEG-2 (Cross-subject)]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:06:37.302Z Evaluation of 2-class EEG classification performance using Accuracy, F1 Score, and AUROC on the cross-subject split of the APAVA EEG-2 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 | 2-class EEG classification | | Dataset (including any stated split) | APAVA EEG-2 (Cross-subject) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BioFormer | 82.31 | Not recorded | 6a0fe30cf984739ed6739d93 | | SoftShape | 81.22 | Not recorded | 6a0fe30cf984739ed6739d93 | | Medformer | 78.74 | Not recorded | 6a0fe30cf984739ed6739d93 | | Reformer | 78.7 | Not recorded | 6a0fe30cf984739ed6739d93 | | Transformer | 76.3 | Not recorded | 6a0fe30cf984739ed6739d93 | | FEDformer | 74.94 | Not recorded | 6a0fe30cf984739ed6739d93 | | iTransformer | 74.55 | Not recorded | 6a0fe30cf984739ed6739d93 | | Crossformer | 73.77 | Not recorded | 6a0fe30cf984739ed6739d93 | | PatchTST | 73.26 | Not recorded | 6a0fe30cf984739ed6739d93 | | Informer | 73.11 | Not recorded | 6a0fe30cf984739ed6739d93 | | BioFormer | 72.83 | Not recorded | 6a0fe30cf984739ed6739d93 | | Nonformer | 71.89 | Not recorded | 6a0fe30cf984739ed6739d93 | | MTST | 71.53 | Not recorded | 6a0fe30cf984739ed6739d93 | | SoftShape | 71.28 | Not recorded | 6a0fe30cf984739ed6739d93 | | MTST | 71.14 | Not recorded | 6a0fe30cf984739ed6739d93 | | Reformer | 70.9 | Not recorded | 6a0fe30cf984739ed6739d93 | | Transformer | 70.86 | Not recorded | 6a0fe30cf984739ed6739d93 | | Nonformer | 70.71 | Not recorded | 6a0fe30cf984739ed6739d93 | | Crossformer | 70.58 | Not recorded | 6a0fe30cf984739ed6739d93 | | Informer | 70.57 | Not recorded | 6a0fe30cf984739ed6739d93 | | Medformer | 69.4 | Not recorded | 6a0fe30cf984739ed6739d93 | | Autoformer | 68.64 | Not recorded | 6a0fe30cf984739ed6739d93 | | PatchTST | 67.03 | Not recorded | 6a0fe30cf984739ed6739d93 | | iTransformer | 65.94 | Not recorded | 6a0fe30cf984739ed6739d93 | | FEDformer | 60.99 | Not recorded | 6a0fe30cf984739ed6739d93 | | Autoformer | 58 | Not recorded | 6a0fe30cf984739ed6739d93 | ### BioFormer Accuracy: 82.31. Result ID: 6a101b77fbc373592c0947c0. [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: 81.22. Result ID: 6a101b77fbc373592c0947bf. [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: 78.74. Result ID: 6a101b77fbc373592c0947be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"4.94","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### Reformer Accuracy: 78.7. Result ID: 6a101b77fbc373592c0947b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"5.25","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### Transformer Accuracy: 76.3. Result ID: 6a101b77fbc373592c0947b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.29","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### FEDformer Accuracy: 74.94. Result ID: 6a101b77fbc373592c0947b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"10.67","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### iTransformer Accuracy: 74.55. Result ID: 6a101b77fbc373592c0947bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"7.94","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### Crossformer Accuracy: 73.77. Result ID: 6a101b77fbc373592c0947bb. [Reporting paper]() Recorded evaluation configuration: {"A.Rank":"6.47","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### PatchTST Accuracy: 73.26. Result ID: 6a101b77fbc373592c0947fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"8.17","Win":"1"}. This record does not assert independent reproduction. ### Informer Accuracy: 73.11. Result ID: 6a101b77fbc373592c0947b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.42","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### BioFormer Accuracy: 72.83. Result ID: 6a101b77fbc373592c094801. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"1.47","Reproduced":"true"}. This record does not assert independent reproduction. ### Nonformer Accuracy: 71.89. Result ID: 6a101b77fbc373592c0947b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.12","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### MTST Accuracy: 71.53. Result ID: 6a101b77fbc373592c0947fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"8.33"}. This record does not assert independent reproduction. ### SoftShape Accuracy: 71.28. Result ID: 6a101b77fbc373592c094800. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"3.61","Reproduced":"true"}. This record does not assert independent reproduction. ### MTST Accuracy: 71.14. Result ID: 6a101b77fbc373592c0947bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"8.33","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### Reformer Accuracy: 70.9. Result ID: 6a101b77fbc373592c0947f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"5.25"}. This record does not assert independent reproduction. ### Transformer Accuracy: 70.86. Result ID: 6a101b77fbc373592c0947f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.29"}. This record does not assert independent reproduction. ### Nonformer Accuracy: 70.71. Result ID: 6a101b77fbc373592c0947fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.12"}. This record does not assert independent reproduction. ### Crossformer Accuracy: 70.58. Result ID: 6a101b77fbc373592c0947fc. [Reporting paper]() Recorded evaluation configuration: {"A.Rank":"6.47"}. This record does not assert independent reproduction. ### Informer Accuracy: 70.57. Result ID: 6a101b77fbc373592c0947f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"7.42"}. This record does not assert independent reproduction. ### Medformer Accuracy: 69.4. Result ID: 6a101b77fbc373592c0947ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"4.94"}. This record does not assert independent reproduction. ### Autoformer Accuracy: 68.64. Result ID: 6a101b77fbc373592c0947b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"12.25","Win":"0","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### PatchTST Accuracy: 67.03. Result ID: 6a101b77fbc373592c0947ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"8.17","Win":"1","Source":"Adopted from Medformer (Wang et al., 2024a)"}. This record does not assert independent reproduction. ### iTransformer Accuracy: 65.94. Result ID: 6a101b77fbc373592c0947fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"7.94"}. This record does not assert independent reproduction. ### FEDformer Accuracy: 60.99. Result ID: 6a101b77fbc373592c0947f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"A.Rank":"10.67"}. This record does not assert independent reproduction. ### Autoformer Accuracy: 58. Result ID: 6a101b77fbc373592c0947f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"A.Rank":"12.25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.