# EEG Classification on Emotiv Crowdsourced Source: [EEG Classification on Emotiv Crowdsourced]() Collection index: [llms.txt]() Data updated: 2026-04-08T07:06:57.723Z Evaluation of EEG Classification performance metrics (Accuracy and AUROC) on the Emotiv Crowdsourced 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 | EEG Classification | | Dataset (including any stated split) | Emotiv Crowdsourced | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | EEGM2 | 94.51 | Not recorded | 68fa7b8a1e209131cea89019 | | EEG2Rep | 94.13 | Not recorded | 68fa7b8a1e209131cea89019 | | BIOT | 87.95 | Not recorded | 68fa7b8a1e209131cea89019 | | MAEEG | 86.75 | Not recorded | 68fa7b8a1e209131cea89019 | | EEGM2 | 86.13 | Not recorded | 68fa7b8a1e209131cea89019 | | EEGM2 | 84.84 | Not recorded | 68fa7b8a1e209131cea89019 | | EEGM2 | 84.19 | Not recorded | 68fa7b8a1e209131cea89019 | | BENDR | 83.78 | Not recorded | 68fa7b8a1e209131cea89019 | | EEGM2 | 77.49 | Not recorded | 68fa7b8a1e209131cea89019 | | EEGM2 | 75.69 | Not recorded | 68fa7b8a1e209131cea89019 | | EEG2Rep | 73.1 | Not recorded | 68fa7b8a1e209131cea89019 | | BIOT | 70.72 | Not recorded | 68fa7b8a1e209131cea89019 | | MAEEG | 69.18 | Not recorded | 68fa7b8a1e209131cea89019 | | EEGM2 | 68.12 | Not recorded | 68fa7b8a1e209131cea89019 | | EEGM2 | 66.75 | Not recorded | 68fa7b8a1e209131cea89019 | | BENDR | 65.75 | Not recorded | 68fa7b8a1e209131cea89019 | ### EEGM2 Accuracy: 94.51. Result ID: 69d5fe8747f34ce924be1333. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine"}. This record does not assert independent reproduction. ### EEG2Rep Accuracy: 94.13. Result ID: 69d5fe8747f34ce924be132e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BIOT Accuracy: 87.95. Result ID: 69d5fe8747f34ce924be132f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAEEG Accuracy: 86.75. Result ID: 69d5fe8747f34ce924be132c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EEGM2 Accuracy: 86.13. Result ID: 69d5fe8747f34ce924be1331. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Variant":"Light"}. This record does not assert independent reproduction. ### EEGM2 Accuracy: 84.84. Result ID: 69d5fe8747f34ce924be1330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear"}. This record does not assert independent reproduction. ### EEGM2 Accuracy: 84.19. Result ID: 69d5fe8747f34ce924be1332. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Scratch"}. This record does not assert independent reproduction. ### BENDR Accuracy: 83.78. Result ID: 69d5fe8747f34ce924be132d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EEGM2 Accuracy: 77.49. Result ID: 69d5fe8747f34ce924be134b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine"}. This record does not assert independent reproduction. ### EEGM2 Accuracy: 75.69. Result ID: 69d5fe8747f34ce924be1349. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Variant":"Light"}. This record does not assert independent reproduction. ### EEG2Rep Accuracy: 73.1. Result ID: 69d5fe8747f34ce924be1346. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BIOT Accuracy: 70.72. Result ID: 69d5fe8747f34ce924be1347. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAEEG Accuracy: 69.18. Result ID: 69d5fe8747f34ce924be1344. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EEGM2 Accuracy: 68.12. Result ID: 69d5fe8747f34ce924be134a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Scratch"}. This record does not assert independent reproduction. ### EEGM2 Accuracy: 66.75. Result ID: 69d5fe8747f34ce924be1348. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear"}. This record does not assert independent reproduction. ### BENDR Accuracy: 65.75. Result ID: 69d5fe8747f34ce924be1345. [Reporting paper]() [Method origin 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.