# EEG Classification on SHU-MI 2-Class 11,988 Samples Source: [EEG Classification on SHU-MI 2-Class 11,988 Samples]() Collection index: [llms.txt]() Data updated: 2026-06-12T08:11:55.549Z Evaluation of EEG Classification performance on the SHU-MI 2-Class dataset (11,988 samples), reporting Balanced Accuracy, AUC-PR, and AUROC. 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 | EEG Classification | | Dataset (including any stated split) | SHU-MI 2-Class 11,988 Samples | | Metric | Balanced 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 - [Balanced Accuracy](): Higher is better; unit: PERCENT. - [AUC-PR](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Balanced Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BrainPro | 63.19 | Not recorded | 68fa7ba91e209131cea89bd2 | | LaBraM | 61.75 | Not recorded | 68fa7ba91e209131cea89bd2 | | Conformer | 61.67 | Not recorded | 68fa7ba91e209131cea89bd2 | | LaBraM | 61.66 | Not recorded | 691aac5c6750be83fe5ce65e | | CBraMod | 61.08 | Not recorded | 68fa7ba91e209131cea89bd2 | | CBraMod | 60.43 | Not recorded | 691aac5c6750be83fe5ce65e | | ST-Transformer | 59.92 | Not recorded | 691aac5c6750be83fe5ce65e | | STAMP | 59.83 | Not recorded | 691aac5c6750be83fe5ce65e | | EEG Conformer | 59 | Not recorded | 691aac5c6750be83fe5ce65e | | EEGNet | 56.64 | Not recorded | 68fa7ba91e209131cea89bd2 | | EEGPT | 54.81 | Not recorded | 68fa7ba91e209131cea89bd2 | | BIOT | 49.81 | Not recorded | 68fa7ba91e209131cea89bd2 | ### BrainPro Balanced Accuracy: 63.19. Result ID: 6a2bbf36fbc373592c2a19a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LaBraM Balanced Accuracy: 61.75. Result ID: 6a2bbf36fbc373592c2a19a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Conformer Balanced Accuracy: 61.67. Result ID: 6a2bbf36fbc373592c2a199d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LaBraM Balanced Accuracy: 61.66. Result ID: 69fc5f6e47f34ce924df80e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"5.8M"}. This record does not assert independent reproduction. ### CBraMod Balanced Accuracy: 61.08. Result ID: 6a2bbf36fbc373592c2a19a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBraMod Balanced Accuracy: 60.43. Result ID: 69fc5f6e47f34ce924df80e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"25.5M"}. This record does not assert independent reproduction. ### ST-Transformer Balanced Accuracy: 59.92. Result ID: 69fc5f6e47f34ce924df80e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"3.5M"}. This record does not assert independent reproduction. ### STAMP Balanced Accuracy: 59.83. Result ID: 69fc5f6e47f34ce924df80ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"0.73M"}. This record does not assert independent reproduction. ### EEG Conformer Balanced Accuracy: 59. Result ID: 69fc5f6e47f34ce924df80e6. [Reporting paper]() Recorded evaluation configuration: {"#Params":"0.55M"}. This record does not assert independent reproduction. ### EEGNet Balanced Accuracy: 56.64. Result ID: 6a2bbf36fbc373592c2a199c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EEGPT Balanced Accuracy: 54.81. Result ID: 6a2bbf36fbc373592c2a199f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BIOT Balanced Accuracy: 49.81. Result ID: 6a2bbf36fbc373592c2a199e. [Reporting 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.