# EEG-based emotion recognition on BETA Source: [EEG-based emotion recognition on BETA]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:35:39.977Z Evaluation of EEG-based emotion recognition performance using the BETA dataset, focusing 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) | BETA | | 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 | 120 | Not recorded | 6a28f37690966ade919c1991 | | Conv-CCA | 100 | Not recorded | 6a28f37690966ade919c1991 | | DCAA | 95 | Not recorded | 6a28f37690966ade919c1991 | | EEG-TransNet | 95 | Not recorded | 6a28f37690966ade919c1991 | | PCRNN | 90 | Not recorded | 6a28f37690966ade919c1991 | | EmotionNet | 85 | Not recorded | 6a28f37690966ade919c1991 | | EEGNet | 80 | Not recorded | 6a28f37690966ade919c1991 | | Conv-CCA | 80 | Not recorded | 6a28f37690966ade919c1991 | | DCAA | 75 | Not recorded | 6a28f37690966ade919c1991 | | PCRNN | 70 | Not recorded | 6a28f37690966ade919c1991 | | PGCN | 70 | Not recorded | 6a28f37690966ade919c1991 | | EmotionNet | 65 | Not recorded | 6a28f37690966ade919c1991 | | EEGNet | 60 | Not recorded | 6a28f37690966ade919c1991 | | 4DCRNN | 60 | Not recorded | 6a28f37690966ade919c1991 | | PGCN | 50 | Not recorded | 6a28f37690966ade919c1991 | | 4DCRNN | 45 | Not recorded | 6a28f37690966ade919c1991 | ### EEG-TransNet FPS: 120. Result ID: 6a2a71a1fbc373592c2787e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### Conv-CCA FPS: 100. Result ID: 6a2a71a1fbc373592c2787d7. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### DCAA FPS: 95. Result ID: 6a2a71a1fbc373592c2787df. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EEG-TransNet FPS: 95. Result ID: 6a2a71a1fbc373592c2787e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### PCRNN FPS: 90. Result ID: 6a2a71a1fbc373592c2787d5. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EmotionNet FPS: 85. Result ID: 6a2a71a1fbc373592c2787dd. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EEGNet FPS: 80. Result ID: 6a2a71a1fbc373592c2787d3. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### Conv-CCA FPS: 80. Result ID: 6a2a71a1fbc373592c2787d8. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### DCAA FPS: 75. Result ID: 6a2a71a1fbc373592c2787e0. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### PCRNN FPS: 70. Result ID: 6a2a71a1fbc373592c2787d6. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### PGCN FPS: 70. Result ID: 6a2a71a1fbc373592c2787d9. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### EmotionNet FPS: 65. Result ID: 6a2a71a1fbc373592c2787de. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### EEGNet FPS: 60. Result ID: 6a2a71a1fbc373592c2787d4. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### 4DCRNN FPS: 60. Result ID: 6a2a71a1fbc373592c2787db. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"1.5 sec"}. This record does not assert independent reproduction. ### PGCN FPS: 50. Result ID: 6a2a71a1fbc373592c2787da. [Reporting paper]() Recorded evaluation configuration: {"Signal duration":"3 sec"}. This record does not assert independent reproduction. ### 4DCRNN FPS: 45. Result ID: 6a2a71a1fbc373592c2787dc. [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.