# EEG Emotion Recognition on SEED (subject-independent) Source: [EEG Emotion Recognition on SEED (subject-independent)]() Collection index: [llms.txt]() Data updated: 2026-03-13T07:19:16.495Z Evaluation of EEG-based emotion recognition performance using the subject-independent split of the SEED 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 Subject-independent | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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. - [Standard Deviation](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Neuro-HGLN | 90.92 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | GRN | 87.9 | Not recorded | 69b39a0c0636e5bf4afbca79 | | DVIE-Net | 86.34 | Not recorded | 69b39a0c0636e5bf4afbca79 | | LATN | 86.15 | Not recorded | 69b39a0c0636e5bf4afbca79 | | FAT (ours) | 85.68 | Not recorded | 68fa5f751e209131ce9ea190 | | BiHDM | 85.4 | Not recorded | 68fa5ee81e209131ce9e61fc | | RGNN | 85.3 | Not recorded | 68fa5f751e209131ce9ea190 | | RGNN | 85.3 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | TANN | 84.41 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | BiHDM | 84.17 | Not recorded | 68fa5f751e209131ce9ea190 | | FCAnet | 84.16 | Not recorded | 69b39a0c0636e5bf4afbca79 | | DAN | 83.81 | Not recorded | 68fa5ee81e209131ce9e61fc | | ST-DADGAT | 83.59 | Not recorded | 69b39a0c0636e5bf4afbca79 | | PGCN | 83.58 | Not recorded | 68fa5f751e209131ce9ea190 | | BiDANN | 83.28 | Not recorded | 68fa5ee81e209131ce9e61fc | | PGCN | 83.28 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | FAT (w/ FAN) | 83.24 | Not recorded | 68fa5f751e209131ce9ea190 | | DGCNN | 79.95 | Not recorded | 68fa5ee81e209131ce9e61fc | | DGCNN | 79.95 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | DGCNN | 79.45 | Not recorded | 69b39a0c0636e5bf4afbca79 | | Conformer | 79.16 | Not recorded | 68fa5f751e209131ce9ea190 | | DGCNN | 77.29 | Not recorded | 68fa5f751e209131ce9ea190 | | DANN | 75.08 | Not recorded | 68fa5ee81e209131ce9e61fc | | A-LSTM | 72.18 | Not recorded | 68fa5ee81e209131ce9e61fc | | GFK | 71.31 | Not recorded | 68fa5ee81e209131ce9e61fc | | SA | 69 | Not recorded | 68fa5ee81e209131ce9e61fc | | TCA | 63.64 | Not recorded | 68fa5ee81e209131ce9e61fc | | SVM | 56.73 | Not recorded | 68fa5ee81e209131ce9e61fc | | SVM | 56.73 | Not recorded | 6969c618e25ad2fa9d1ec9ad | | SVM | 56.48 | Not recorded | 68fa5f751e209131ce9ea190 | | STM | 51.23 | Not recorded | 68fa5ee81e209131ce9e61fc | | ULSIF | 51.18 | Not recorded | 68fa5ee81e209131ce9e61fc | | KNN | 48.4 | Not recorded | 68fa5f751e209131ce9ea190 | | KLIEP | 45.71 | Not recorded | 68fa5ee81e209131ce9e61fc | ### Neuro-HGLN Accuracy: 90.92. Result ID: 699899f45698665ec4fc22b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### GRN Accuracy: 87.9. Result ID: 69b3ba7247f34ce9249d4f8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Subject-Independent (SI)","Cross-Validation":"LOSO"}. This record does not assert independent reproduction. ### DVIE-Net Accuracy: 86.34. Result ID: 69b3ba7247f34ce9249d4f8a. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-Independent (SI)","Cross-Validation":"LOSO"}. This record does not assert independent reproduction. ### LATN Accuracy: 86.15. Result ID: 69b3ba7247f34ce9249d4f89. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-Independent (SI)","Cross-Validation":"LOSO"}. This record does not assert independent reproduction. ### FAT (ours) Accuracy: 85.68. Result ID: 698c656537894ef7d9ce146a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### BiHDM Accuracy: 85.4. Result ID: 698bbb0f7a967eddb770ed6f. [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: 85.3. Result ID: 698c656537894ef7d9ce1466. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### RGNN Accuracy: 85.3. Result ID: 699899f45698665ec4fc22b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":true}. This record does not assert independent reproduction. ### TANN Accuracy: 84.41. Result ID: 699899f45698665ec4fc22b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":true}. This record does not assert independent reproduction. ### BiHDM Accuracy: 84.17. Result ID: 698c656537894ef7d9ce1465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### FCAnet Accuracy: 84.16. Result ID: 69b3ba7247f34ce9249d4f88. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-Independent (SI)","Cross-Validation":"LOSO"}. This record does not assert independent reproduction. ### DAN Accuracy: 83.81. Result ID: 698bbb0f7a967eddb770ed6d. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### ST-DADGAT Accuracy: 83.59. Result ID: 69b3ba7247f34ce9249d4f87. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-Independent (SI)","Cross-Validation":"LOSO"}. This record does not assert independent reproduction. ### PGCN Accuracy: 83.58. Result ID: 698c656537894ef7d9ce1467. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### BiDANN Accuracy: 83.28. Result ID: 698bbb0f7a967eddb770ed6e. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### PGCN Accuracy: 83.28. Result ID: 699899f45698665ec4fc22b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### FAT (w/ FAN) Accuracy: 83.24. Result ID: 698c656537894ef7d9ce1469. [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. ### DGCNN Accuracy: 79.95. Result ID: 698bbb0f7a967eddb770ed6c. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### DGCNN Accuracy: 79.95. Result ID: 699899f45698665ec4fc22b0. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### DGCNN Accuracy: 79.45. Result ID: 69b3ba7247f34ce9249d4f86. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-Independent (SI)","Cross-Validation":"LOSO"}. This record does not assert independent reproduction. ### Conformer Accuracy: 79.16. Result ID: 698c656537894ef7d9ce1468. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### DGCNN Accuracy: 77.29. Result ID: 698c656537894ef7d9ce1464. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### DANN Accuracy: 75.08. Result ID: 698bbb0f7a967eddb770ed6b. [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. ### A-LSTM Accuracy: 72.18. Result ID: 698bbb0f7a967eddb770ed6a. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### GFK Accuracy: 71.31. Result ID: 698bbb0f7a967eddb770ed69. [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. ### SA Accuracy: 69. Result ID: 698bbb0f7a967eddb770ed68. [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. ### TCA Accuracy: 63.64. Result ID: 698bbb0f7a967eddb770ed67. [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: 56.73. Result ID: 698bbb0f7a967eddb770ed66. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### SVM Accuracy: 56.73. Result ID: 699899f45698665ec4fc22af. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Subject-independent","Domain Adaptation":false}. This record does not assert independent reproduction. ### SVM Accuracy: 56.48. Result ID: 698c656537894ef7d9ce1463. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### STM Accuracy: 51.23. Result ID: 698bbb0f7a967eddb770ed65. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### ULSIF Accuracy: 51.18. Result ID: 698bbb0f7a967eddb770ed64. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Subject-independent","Validation Strategy":"Leave-one-subject-out (LOSO)"}. This record does not assert independent reproduction. ### KNN Accuracy: 48.4. Result ID: 698c656537894ef7d9ce1462. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"subject-independent"}. This record does not assert independent reproduction. ### KLIEP Accuracy: 45.71. Result ID: 698bbb0f7a967eddb770ed63. [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.