# EEG-based Emotion Recognition on SEED (FPS) Source: [EEG-based Emotion Recognition on SEED (FPS)]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:35:40.040Z Evaluation of EEG-based emotion recognition performance on the SEED dataset, focusing specifically on inference speed (FPS). 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-based emotion recognition | | Dataset (including any stated split) | SEED | | Metric | FPS | | Unit | SCALAR | | 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 - [FPS](): Higher is better; unit: SCALAR. ## Recorded results | Method | FPS | Result date | Report paper | | --- | --- | --- | --- | | EEG-TransNet | 130 | Not recorded | 6a28f37690966ade919c1991 | | Conv-CCA | 105 | Not recorded | 6a28f37690966ade919c1991 | | DCAA | 100 | Not recorded | 6a28f37690966ade919c1991 | | EEG-TransNet | 100 | Not recorded | 6a28f37690966ade919c1991 | | PCRNN | 95 | Not recorded | 6a28f37690966ade919c1991 | | EmotionNet | 90 | Not recorded | 6a28f37690966ade919c1991 | | EEGNet | 85 | Not recorded | 6a28f37690966ade919c1991 | | Conv-CCA | 85 | Not recorded | 6a28f37690966ade919c1991 | | DCAA | 80 | Not recorded | 6a28f37690966ade919c1991 | | PCRNN | 75 | Not recorded | 6a28f37690966ade919c1991 | | PGCN | 75 | Not recorded | 6a28f37690966ade919c1991 | | EmotionNet | 70 | Not recorded | 6a28f37690966ade919c1991 | | EEGNet | 65 | Not recorded | 6a28f37690966ade919c1991 | | 4DCRNN | 65 | Not recorded | 6a28f37690966ade919c1991 | | PGCN | 55 | Not recorded | 6a28f37690966ade919c1991 | | 4DCRNN | 50 | Not recorded | 6a28f37690966ade919c1991 | ### EEG-TransNet FPS: 130. Result ID: 6a2a71a1fbc373592c2787f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### Conv-CCA FPS: 105. Result ID: 6a2a71a1fbc373592c2787e7. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### DCAA FPS: 100. Result ID: 6a2a71a1fbc373592c2787ef. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EEG-TransNet FPS: 100. Result ID: 6a2a71a1fbc373592c2787f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### PCRNN FPS: 95. Result ID: 6a2a71a1fbc373592c2787e5. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EmotionNet FPS: 90. Result ID: 6a2a71a1fbc373592c2787ed. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EEGNet FPS: 85. Result ID: 6a2a71a1fbc373592c2787e3. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### Conv-CCA FPS: 85. Result ID: 6a2a71a1fbc373592c2787e8. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### DCAA FPS: 80. Result ID: 6a2a71a1fbc373592c2787f0. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### PCRNN FPS: 75. Result ID: 6a2a71a1fbc373592c2787e6. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### PGCN FPS: 75. Result ID: 6a2a71a1fbc373592c2787e9. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EmotionNet FPS: 70. Result ID: 6a2a71a1fbc373592c2787ee. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### EEGNet FPS: 65. Result ID: 6a2a71a1fbc373592c2787e4. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### 4DCRNN FPS: 65. Result ID: 6a2a71a1fbc373592c2787eb. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### PGCN FPS: 55. Result ID: 6a2a71a1fbc373592c2787ea. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### 4DCRNN FPS: 50. Result ID: 6a2a71a1fbc373592c2787ec. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.