# EEG Emotion Recognition on SEED-IV (Subject-independent) Source: [EEG Emotion Recognition on SEED-IV (Subject-independent)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:00.315Z Evaluation of EEG-based emotion recognition performance using the subject-independent split of the SEED-IV 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) | SEED-IV (Subject-independent) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Neuro-HGLN | 79.3 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | PGCN | 76.96 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | FAT (ours) | 73.94 | Not recorded | 68fa5f751e209131ce9ea190 | | RGNN | 73.84 | Not recorded | 68fa5f751e209131ce9ea190 | | RGNN | 73.84 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | FAT (w/ FAN) | 70.52 | Not recorded | 68fa5f751e209131ce9ea190 | | PGCN | 70.22 | Not recorded | 68fa5f751e209131ce9ea190 | | BiHDM | 69.03 | Not recorded | 68fa5ee81e209131ce9e61fc | | BiHDM | 68.7 | Not recorded | 68fa5f751e209131ce9ea190 | | TANN | 68 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | Conformer | 67.07 | Not recorded | 68fa5f751e209131ce9ea190 | | BiDANN | 65.59 | Not recorded | 68fa5ee81e209131ce9e61fc | | SA | 64.44 | Not recorded | 68fa5ee81e209131ce9e61fc | | GFK | 64.38 | Not recorded | 68fa5ee81e209131ce9e61fc | | DAN | 58.87 | Not recorded | 68fa5ee81e209131ce9e61fc | | TCA | 56.56 | Not recorded | 68fa5ee81e209131ce9e61fc | | A-LSTM | 55.03 | Not recorded | 68fa5ee81e209131ce9e61fc | | DGCNN | 53.84 | Not recorded | 68fa5f751e209131ce9ea190 | | DGCNN | 52.82 | Not recorded | 68fa5ee81e209131ce9e61fc | | DGCNN | 52.82 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | DANN | 47.59 | Not recorded | 68fa5ee81e209131ce9e61fc | | STM | 39.39 | Not recorded | 68fa5ee81e209131ce9e61fc | | SVM | 37.99 | Not recorded | 68fa5ee81e209131ce9e61fc | | SVM | 37.99 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | SVM | 36.28 | Not recorded | 68fa5f751e209131ce9ea190 | | ULSIF | 32.99 | Not recorded | 68fa5ee81e209131ce9e61fc | | KNN | 32.92 | Not recorded | 68fa5f751e209131ce9ea190 | | KLIEP | 31.46 | Not recorded | 68fa5ee81e209131ce9e61fc | ### Neuro-HGLN Accuracy: 79.3. Result ID: 699899f45698665ec4fc22ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### PGCN Accuracy: 76.96. Result ID: 699899f45698665ec4fc22b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### FAT (ours) Accuracy: 73.94. Result ID: 698c656537894ef7d9ce1473. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### RGNN Accuracy: 73.84. Result ID: 698c656537894ef7d9ce146f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### RGNN Accuracy: 73.84. Result ID: 699899f45698665ec4fc22b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":true}. This record does not assert independent reproduction. ### FAT (w/ FAN) Accuracy: 70.52. Result ID: 698c656537894ef7d9ce1472. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent","Configuration":"with Fourier Adjacent Network"}. This record does not assert independent reproduction. ### PGCN Accuracy: 70.22. Result ID: 698c656537894ef7d9ce1470. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### BiHDM Accuracy: 69.03. Result ID: 698bbb0f7a967eddb770ed7c. [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. ### BiHDM Accuracy: 68.7. Result ID: 698c656537894ef7d9ce146e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### TANN Accuracy: 68. Result ID: 699899f45698665ec4fc22b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":true}. This record does not assert independent reproduction. ### Conformer Accuracy: 67.07. Result ID: 698c656537894ef7d9ce1471. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### BiDANN Accuracy: 65.59. Result ID: 698bbb0f7a967eddb770ed7b. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### SA Accuracy: 64.44. Result ID: 698bbb0f7a967eddb770ed75. [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: 64.38. Result ID: 698bbb0f7a967eddb770ed76. [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. ### DAN Accuracy: 58.87. Result ID: 698bbb0f7a967eddb770ed7a. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### TCA Accuracy: 56.56. Result ID: 698bbb0f7a967eddb770ed74. [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. ### A-LSTM Accuracy: 55.03. Result ID: 698bbb0f7a967eddb770ed77. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### DGCNN Accuracy: 53.84. Result ID: 698c656537894ef7d9ce146d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### DGCNN Accuracy: 52.82. Result ID: 698bbb0f7a967eddb770ed79. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### DGCNN Accuracy: 52.82. Result ID: 699899f45698665ec4fc22b6. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### DANN Accuracy: 47.59. Result ID: 698bbb0f7a967eddb770ed78. [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: 39.39. Result ID: 698bbb0f7a967eddb770ed72. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### SVM Accuracy: 37.99. Result ID: 698bbb0f7a967eddb770ed73. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### SVM Accuracy: 37.99. Result ID: 699899f45698665ec4fc22b5. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### SVM Accuracy: 36.28. Result ID: 698c656537894ef7d9ce146c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### ULSIF Accuracy: 32.99. Result ID: 698bbb0f7a967eddb770ed71. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### KNN Accuracy: 32.92. Result ID: 698c656537894ef7d9ce146b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### KLIEP Accuracy: 31.46. Result ID: 698bbb0f7a967eddb770ed70. [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.