# Valence and Arousal Regression on EMER (test) Source: [Valence and Arousal Regression on EMER (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:01.789Z Evaluation of Valence and Arousal regression performance on the test split of the EMER dataset, typically measured using MAE, MSE, and RMSE. 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 (ER) Valence and Arousal Regression | | Dataset (including any stated split) | EMER (test) | | Metric | Arousal MAE | | Unit | SCALAR | | Direction | Lower 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 - [Arousal MAE](): Lower is better; unit: SCALAR. - [Arousal MSE](): Lower is better; unit: SCALAR. - [Arousal RMSE](): Lower is better; unit: SCALAR. - [Valence MAE](): Lower is better; unit: SCALAR. - [Valence MSE](): Lower is better; unit: SCALAR. - [Valence RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Arousal MAE | Result date | Report paper | | --- | --- | --- | --- | | EMERT | 0.223 | Not recorded | 6944dc19423ea42265729b6b | | NORM-TR | 0.224 | Not recorded | 6944dc19423ea42265729b6b | | TMC | 0.226 | Not recorded | 6944dc19423ea42265729b6b | | MMA-DFER | 0.226 | Not recorded | 6944dc19423ea42265729b6b | | LMF | 0.228 | Not recorded | 6944dc19423ea42265729b6b | | MMIM | 0.228 | Not recorded | 6944dc19423ea42265729b6b | | ResNet LSTM | 0.229 | Not recorded | 6944dc19423ea42265729b6b | | TMT | 0.231 | Not recorded | 6944dc19423ea42265729b6b | | ResNet Transformer | 0.234 | Not recorded | 6944dc19423ea42265729b6b | | MulT | 0.236 | Not recorded | 6944dc19423ea42265729b6b | | C3D Transformer | 0.239 | Not recorded | 6944dc19423ea42265729b6b | | Self MM | 0.244 | Not recorded | 6944dc19423ea42265729b6b | | TAILOR | 0.246 | Not recorded | 6944dc19423ea42265729b6b | | EMERT | 0.365 | Not recorded | 6944dc19423ea42265729b6b | | MMA-DFER | 0.366 | Not recorded | 6944dc19423ea42265729b6b | | NORM-TR | 0.367 | Not recorded | 6944dc19423ea42265729b6b | | LMF | 0.368 | Not recorded | 6944dc19423ea42265729b6b | | TMC | 0.369 | Not recorded | 6944dc19423ea42265729b6b | | TAILOR | 0.373 | Not recorded | 6944dc19423ea42265729b6b | | Self MM | 0.374 | Not recorded | 6944dc19423ea42265729b6b | | C3D Transformer | 0.376 | Not recorded | 6944dc19423ea42265729b6b | | TMT | 0.376 | Not recorded | 6944dc19423ea42265729b6b | | MMIM | 0.379 | Not recorded | 6944dc19423ea42265729b6b | | ResNet LSTM | 0.383 | Not recorded | 6944dc19423ea42265729b6b | | ResNet Transformer | 0.388 | Not recorded | 6944dc19423ea42265729b6b | | MulT | 0.399 | Not recorded | 6944dc19423ea42265729b6b | ### EMERT Arousal MAE: 0.223. Result ID: 699830d35698665ec48c1932. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NORM-TR Arousal MAE: 0.224. Result ID: 699830d35698665ec48c1931. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMC Arousal MAE: 0.226. Result ID: 699830d35698665ec48c1926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA-DFER Arousal MAE: 0.226. Result ID: 699830d35698665ec48c1930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LMF Arousal MAE: 0.228. Result ID: 699830d35698665ec48c1929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMIM Arousal MAE: 0.228. Result ID: 699830d35698665ec48c192e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet LSTM Arousal MAE: 0.229. Result ID: 699830d35698665ec48c192a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMT Arousal MAE: 0.231. Result ID: 699830d35698665ec48c192f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet Transformer Arousal MAE: 0.234. Result ID: 699830d35698665ec48c192b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MulT Arousal MAE: 0.236. Result ID: 699830d35698665ec48c1928. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C3D Transformer Arousal MAE: 0.239. Result ID: 699830d35698665ec48c192c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Self MM Arousal MAE: 0.244. Result ID: 699830d35698665ec48c192d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAILOR Arousal MAE: 0.246. Result ID: 699830d35698665ec48c1927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMERT Arousal MAE: 0.365. Result ID: 699830d35698665ec48c1925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA-DFER Arousal MAE: 0.366. Result ID: 699830d35698665ec48c1923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NORM-TR Arousal MAE: 0.367. Result ID: 699830d35698665ec48c1924. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LMF Arousal MAE: 0.368. Result ID: 699830d35698665ec48c191c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMC Arousal MAE: 0.369. Result ID: 699830d35698665ec48c1919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAILOR Arousal MAE: 0.373. Result ID: 699830d35698665ec48c191a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Self MM Arousal MAE: 0.374. Result ID: 699830d35698665ec48c1920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C3D Transformer Arousal MAE: 0.376. Result ID: 699830d35698665ec48c191f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMT Arousal MAE: 0.376. Result ID: 699830d35698665ec48c1922. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMIM Arousal MAE: 0.379. Result ID: 699830d35698665ec48c1921. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet LSTM Arousal MAE: 0.383. Result ID: 699830d35698665ec48c191d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet Transformer Arousal MAE: 0.388. Result ID: 699830d35698665ec48c191e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MulT Arousal MAE: 0.399. Result ID: 699830d35698665ec48c191b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.