# Cross-subject Binary Classification on BNCI2014001 (cross-subject) Source: [Cross-subject Binary Classification on BNCI2014001 (cross-subject)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:00.335Z Evaluation of Brain-Computer Interface (BCI) classification performance using the cross-subject split of the BNCI2014001 dataset, measured using Accuracy. 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 | Cross-subject Binary Classification | | Dataset (including any stated split) | BNCI2014001 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MCC | 79.91 | Not recorded | 6965d1a16343fa78c8323791 | | SHOT-IM | 79.22 | Not recorded | 6965d1a16343fa78c8323791 | | T-TIME | 79.22 | Not recorded | 6965d1a16343fa78c8323791 | | CDAN-E | 78.76 | Not recorded | 6965d1a16343fa78c8323791 | | BFT-A | 77.8 | Not recorded | 6965d1a16343fa78c8323791 | | BFT-D | 77.47 | Not recorded | 6965d1a16343fa78c8323791 | | SAR | 77.37 | Not recorded | 6965d1a16343fa78c8323791 | | DAN | 77.24 | Not recorded | 6965d1a16343fa78c8323791 | | PL | 77.13 | Not recorded | 6965d1a16343fa78c8323791 | | BN-adapt | 76.94 | Not recorded | 6965d1a16343fa78c8323791 | | MEMO | 76.8 | Not recorded | 6965d1a16343fa78c8323791 | | MC Dropout | 76.52 | Not recorded | 6965d1a16343fa78c8323791 | | EEGNet | 76.49 | Not recorded | 6965d1a16343fa78c8323791 | | MDD | 76.44 | Not recorded | 6965d1a16343fa78c8323791 | | Aug-Scale | 76.34 | Not recorded | 6965d1a16343fa78c8323791 | | Aug-Mean | 76.31 | Not recorded | 6965d1a16343fa78c8323791 | | Aug-Noise | 76.21 | Not recorded | 6965d1a16343fa78c8323791 | | Aug-Freq | 76.13 | Not recorded | 6965d1a16343fa78c8323791 | | DANN | 75.59 | Not recorded | 6965d1a16343fa78c8323791 | | LAME | 75.41 | Not recorded | 6965d1a16343fa78c8323791 | | EEGNet (w/o Aug.) | 75.39 | Not recorded | 6965d1a16343fa78c8323791 | | JAN | 74.9 | Not recorded | 6965d1a16343fa78c8323791 | | Tent | 74.56 | Not recorded | 6965d1a16343fa78c8323791 | | CSP-LDA | 72.76 | Not recorded | 6965d1a16343fa78c8323791 | | Aug-Slide | 69.81 | Not recorded | 6965d1a16343fa78c8323791 | | T3A | 69.75 | Not recorded | 6965d1a16343fa78c8323791 | ### MCC Accuracy: 79.91. Result ID: 69989a315698665ec4fc6585. [Reporting paper]() Recorded evaluation configuration: {"Category":"UDA"}. This record does not assert independent reproduction. ### SHOT-IM Accuracy: 79.22. Result ID: 69989a315698665ec4fc6586. [Reporting paper]() Recorded evaluation configuration: {"Category":"UDA"}. This record does not assert independent reproduction. ### T-TIME Accuracy: 79.22. Result ID: 69989a315698665ec4fc658b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/ BP"}. This record does not assert independent reproduction. ### CDAN-E Accuracy: 78.76. Result ID: 69989a315698665ec4fc6583. [Reporting paper]() Recorded evaluation configuration: {"Category":"UDA"}. This record does not assert independent reproduction. ### BFT-A Accuracy: 77.8. Result ID: 69989a315698665ec4fc6596. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### BFT-D Accuracy: 77.47. Result ID: 69989a315698665ec4fc6595. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### SAR Accuracy: 77.37. Result ID: 69989a315698665ec4fc658a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/ BP"}. This record does not assert independent reproduction. ### DAN Accuracy: 77.24. Result ID: 69989a315698665ec4fc6580. [Reporting paper]() Recorded evaluation configuration: {"Category":"UDA"}. This record does not assert independent reproduction. ### PL Accuracy: 77.13. Result ID: 69989a315698665ec4fc6589. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/ BP"}. This record does not assert independent reproduction. ### BN-adapt Accuracy: 76.94. Result ID: 69989a315698665ec4fc658c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### MEMO Accuracy: 76.8. Result ID: 69989a315698665ec4fc6587. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/ BP"}. This record does not assert independent reproduction. ### MC Dropout Accuracy: 76.52. Result ID: 69989a315698665ec4fc6593. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### EEGNet Accuracy: 76.49. Result ID: 69989a315698665ec4fc657f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"w/o TL"}. This record does not assert independent reproduction. ### MDD Accuracy: 76.44. Result ID: 69989a315698665ec4fc6584. [Reporting paper]() Recorded evaluation configuration: {"Category":"UDA"}. This record does not assert independent reproduction. ### Aug-Scale Accuracy: 76.34. Result ID: 69989a315698665ec4fc658f. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### Aug-Mean Accuracy: 76.31. Result ID: 69989a315698665ec4fc6594. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### Aug-Noise Accuracy: 76.21. Result ID: 69989a315698665ec4fc6590. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### Aug-Freq Accuracy: 76.13. Result ID: 69989a315698665ec4fc6591. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### DANN Accuracy: 75.59. Result ID: 69989a315698665ec4fc6582. [Reporting paper]() Recorded evaluation configuration: {"Category":"UDA"}. This record does not assert independent reproduction. ### LAME Accuracy: 75.41. Result ID: 69989a315698665ec4fc658e. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### EEGNet (w/o Aug.) Accuracy: 75.39. Result ID: 69989a315698665ec4fc657e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"w/o TL"}. This record does not assert independent reproduction. ### JAN Accuracy: 74.9. Result ID: 69989a315698665ec4fc6581. [Reporting paper]() Recorded evaluation configuration: {"Category":"UDA"}. This record does not assert independent reproduction. ### Tent Accuracy: 74.56. Result ID: 69989a315698665ec4fc6588. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"TTA w/ BP"}. This record does not assert independent reproduction. ### CSP-LDA Accuracy: 72.76. Result ID: 69989a315698665ec4fc657d. [Reporting paper]() Recorded evaluation configuration: {"Category":"w/o TL"}. This record does not assert independent reproduction. ### Aug-Slide Accuracy: 69.81. Result ID: 69989a315698665ec4fc6592. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. ### T3A Accuracy: 69.75. Result ID: 69989a315698665ec4fc658d. [Reporting paper]() Recorded evaluation configuration: {"Category":"TTA w/o BP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.