# Emotion Recognition on SEED cross-subject Source: [Emotion Recognition on SEED cross-subject]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:05:26.811Z Evaluation of emotion recognition performance using the SEED dataset under a cross-subject protocol, reporting accuracy and standard deviation. 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 | Emotion Recognition | | Dataset (including any stated split) | SEED cross-subject | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 | | --- | --- | --- | --- | | UF-AMA | 94.53 | Not recorded | 6a1e636cdbd7150506f850be | | UF-AMA | 92.73 | Not recorded | 6a1e636cdbd7150506f850be | | SDC-Net | 91.85 | Not recorded | 6a1e636cdbd7150506f850be | | LAFDA-Net | 91.7 | Not recorded | 6a1e636cdbd7150506f850be | | FMLAN | 90.96 | Not recorded | 6a1e636cdbd7150506f850be | | STCBI-Nets | 90.21 | Not recorded | 6a1e636cdbd7150506f850be | | MSBLS | 90.16 | Not recorded | 6a1e636cdbd7150506f850be | | CFDA-CSF | 90.04 | Not recorded | 6a1e636cdbd7150506f850be | | LAFDA-Net | 89.85 | Not recorded | 6a1e636cdbd7150506f850be | | CSMM | 89.82 | Not recorded | 6a1e636cdbd7150506f850be | | LGDAAN-Nets | 89.09 | Not recorded | 6a1e636cdbd7150506f850be | | CFDA-CSF | 87.4 | Not recorded | 6a1e636cdbd7150506f850be | | CoDF-Net | 87.04 | Not recorded | 6a1e636cdbd7150506f850be | | PR-PL | 85.56 | Not recorded | 6a1e636cdbd7150506f850be | | MMDA | 85.54 | Not recorded | 6a1e636cdbd7150506f850be | | TSSSA-Net | 85.11 | Not recorded | 6a1e636cdbd7150506f850be | | DA-CapsNet | 84.63 | Not recorded | 6a1e636cdbd7150506f850be | | ACRNN | 76.3 | Not recorded | 6a1e636cdbd7150506f850be | | FMLAN | 76.01 | Not recorded | 6a1e636cdbd7150506f850be | | PR-PL | 74.92 | Not recorded | 6a1e636cdbd7150506f850be | | SDC-Net | 74.88 | Not recorded | 6a1e636cdbd7150506f850be | | LGDAAN-Nets | 74.12 | Not recorded | 6a1e636cdbd7150506f850be | | TSSSA-Net | 74.02 | Not recorded | 6a1e636cdbd7150506f850be | | C2PCI-Net | 71.94 | Not recorded | 6a1e636cdbd7150506f850be | | DA-CapsNet | 70.84 | Not recorded | 6a1e636cdbd7150506f850be | | RHPRNet | 67.62 | Not recorded | 6a1e636cdbd7150506f850be | ### UF-AMA Accuracy: 94.53. Result ID: 6a1e7f42fbc373592c1813f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2026"}. This record does not assert independent reproduction. ### UF-AMA Accuracy: 92.73. Result ID: 6a1e7f42fbc373592c181408. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Years":"2026"}. This record does not assert independent reproduction. ### SDC-Net Accuracy: 91.85. Result ID: 6a1e7f42fbc373592c1813ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### LAFDA-Net Accuracy: 91.7. Result ID: 6a1e7f42fbc373592c1813f3. [Reporting paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### FMLAN Accuracy: 90.96. Result ID: 6a1e7f42fbc373592c1813ee. [Reporting paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### STCBI-Nets Accuracy: 90.21. Result ID: 6a1e7f42fbc373592c1813ed. [Reporting paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### MSBLS Accuracy: 90.16. Result ID: 6a1e7f42fbc373592c1813f2. [Reporting paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### CFDA-CSF Accuracy: 90.04. Result ID: 6a1e7f42fbc373592c1813f1. [Reporting paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### LAFDA-Net Accuracy: 89.85. Result ID: 6a1e7f42fbc373592c181405. [Reporting paper]() Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction. ### CSMM Accuracy: 89.82. Result ID: 6a1e7f42fbc373592c181407. [Reporting paper]() Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction. ### LGDAAN-Nets Accuracy: 89.09. Result ID: 6a1e7f42fbc373592c1813ec. [Reporting paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### CFDA-CSF Accuracy: 87.4. Result ID: 6a1e7f42fbc373592c181404. [Reporting paper]() Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction. ### CoDF-Net Accuracy: 87.04. Result ID: 6a1e7f42fbc373592c1813f0. [Reporting paper]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### PR-PL Accuracy: 85.56. Result ID: 6a1e7f42fbc373592c1813ea. [Reporting paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### MMDA Accuracy: 85.54. Result ID: 6a1e7f42fbc373592c181406. [Reporting paper]() Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction. ### TSSSA-Net Accuracy: 85.11. Result ID: 6a1e7f42fbc373592c1813eb. [Reporting paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### DA-CapsNet Accuracy: 84.63. Result ID: 6a1e7f42fbc373592c1813e9. [Reporting paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### ACRNN Accuracy: 76.3. Result ID: 6a1e7f42fbc373592c1813e8. [Reporting paper]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### FMLAN Accuracy: 76.01. Result ID: 6a1e7f42fbc373592c181401. [Reporting paper]() Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction. ### PR-PL Accuracy: 74.92. Result ID: 6a1e7f42fbc373592c1813fd. [Reporting paper]() Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction. ### SDC-Net Accuracy: 74.88. Result ID: 6a1e7f42fbc373592c181400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction. ### LGDAAN-Nets Accuracy: 74.12. Result ID: 6a1e7f42fbc373592c1813ff. [Reporting paper]() Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction. ### TSSSA-Net Accuracy: 74.02. Result ID: 6a1e7f42fbc373592c1813fe. [Reporting paper]() Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction. ### C2PCI-Net Accuracy: 71.94. Result ID: 6a1e7f42fbc373592c181403. [Reporting paper]() Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction. ### DA-CapsNet Accuracy: 70.84. Result ID: 6a1e7f42fbc373592c1813fc. [Reporting paper]() Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction. ### RHPRNet Accuracy: 67.62. Result ID: 6a1e7f42fbc373592c181402. [Reporting paper]() Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.