# EEG Emotion Recognition on MPED (Subject-independent) Source: [EEG Emotion Recognition on MPED (Subject-independent)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:00.265Z Evaluation of EEG-based emotion recognition performance using the subject-independent split of the MPED 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 emotion recognition | | Dataset (including any stated split) | MPED (Subject-independent) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Accuracy Std Dev](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Neuro-HGLN | 28.56 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | PGCN | 28.39 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | TANN | 28.32 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | BiHDM | 28.27 | Not recorded | 68fa5ee81e209131ce9e61fc | | RGNN | 27.95 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | BiDANN | 25.86 | Not recorded | 68fa5ee81e209131ce9e61fc | | DGCNN | 25.12 | Not recorded | 68fa5ee81e209131ce9e61fc | | DGCNN | 25.12 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | A-LSTM | 24.06 | Not recorded | 68fa5ee81e209131ce9e61fc | | DANN | 22.36 | Not recorded | 68fa5ee81e209131ce9e61fc | | STM | 20.89 | Not recorded | 68fa5ee81e209131ce9e61fc | | SA | 20.74 | Not recorded | 68fa5ee81e209131ce9e61fc | | GFK | 20.27 | Not recorded | 68fa5ee81e209131ce9e61fc | | SVM | 19.66 | Not recorded | 68fa5ee81e209131ce9e61fc | | SVM | 19.66 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | ULSIF | 19.63 | Not recorded | 68fa5ee81e209131ce9e61fc | | TCA | 19.5 | Not recorded | 68fa5ee81e209131ce9e61fc | | KLIEP | 18.92 | Not recorded | 68fa5ee81e209131ce9e61fc | ### Neuro-HGLN Accuracy: 28.56. Result ID: 699899f45698665ec4fc22c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### PGCN Accuracy: 28.39. Result ID: 699899f45698665ec4fc22c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### TANN Accuracy: 28.32. Result ID: 699899f45698665ec4fc22c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":true}. This record does not assert independent reproduction. ### BiHDM Accuracy: 28.27. Result ID: 698bbb0f7a967eddb770ed88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### RGNN Accuracy: 27.95. Result ID: 699899f45698665ec4fc22c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":true}. This record does not assert independent reproduction. ### BiDANN Accuracy: 25.86. Result ID: 698bbb0f7a967eddb770ed87. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### DGCNN Accuracy: 25.12. Result ID: 698bbb0f7a967eddb770ed86. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### DGCNN Accuracy: 25.12. Result ID: 699899f45698665ec4fc22c2. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### A-LSTM Accuracy: 24.06. Result ID: 698bbb0f7a967eddb770ed84. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### DANN Accuracy: 22.36. Result ID: 698bbb0f7a967eddb770ed85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### STM Accuracy: 20.89. Result ID: 698bbb0f7a967eddb770ed7f. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### SA Accuracy: 20.74. Result ID: 698bbb0f7a967eddb770ed82. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)","Training Feature Subsample":3000}. This record does not assert independent reproduction. ### GFK Accuracy: 20.27. Result ID: 698bbb0f7a967eddb770ed83. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)","Training Feature Subsample":3000}. This record does not assert independent reproduction. ### SVM Accuracy: 19.66. Result ID: 698bbb0f7a967eddb770ed80. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### SVM Accuracy: 19.66. Result ID: 699899f45698665ec4fc22c1. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### ULSIF Accuracy: 19.63. Result ID: 698bbb0f7a967eddb770ed7e. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### TCA Accuracy: 19.5. Result ID: 698bbb0f7a967eddb770ed81. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)","Training Feature Subsample":3000}. This record does not assert independent reproduction. ### KLIEP Accuracy: 18.92. Result ID: 698bbb0f7a967eddb770ed7d. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.