# Emotion Recognition on CREMA-D 6-class Source: [Emotion Recognition on CREMA-D 6-class]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:22.701Z Evaluation of Emotion Recognition performance on the 6-class subset of the CREMA-D dataset, reporting Unweighted Average Recall (UAR) and Weighted Average Recall (WAR). 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) | CREMA-D 6-class | | Metric | WAR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [WAR](): Higher is better; unit: PERCENT. - [UAR](): Higher is better; unit: PERCENT. ## Recorded results | Method | WAR | Result date | Report paper | | --- | --- | --- | --- | | MultiMAE-DER-FSLF | 79.36 | Not recorded | 68fa753e1e209131cea66b5f | | MultiMAE-DER-FFLS | 78.83 | Not recorded | 68fa753e1e209131cea66b5f | | MultiMAE-DER | 78.45 | Not recorded | 68fa753e1e209131cea66b5f | | VQ-MAE-AV | 78.4 | Not recorded | 68fa753e1e209131cea66b5f | | MultiMAE-DER-CFAS | 78.16 | Not recorded | 68fa753e1e209131cea66b5f | | MultiMAE-DER | 77.83 | Not recorded | 68fa753e1e209131cea66b5f | | RAVER | 77.3 | Not recorded | 68fa753e1e209131cea66b5f | | MultiMAE-DER-OFOS | 76.54 | Not recorded | 68fa753e1e209131cea66b5f | | MultiMAE-DER-SFAS | 75.48 | Not recorded | 68fa753e1e209131cea66b5f | | MultiMAE-DER-RFAS | 74.9 | Not recorded | 68fa753e1e209131cea66b5f | | AV-Gating | 74 | Not recorded | 68fa753e1e209131cea66b5f | | AV-LSTM | 72.9 | Not recorded | 68fa753e1e209131cea66b5f | | AuxFormer | 71.7 | Not recorded | 68fa753e1e209131cea66b5f | | MATER | 67.2 | Not recorded | 68fa753e1e209131cea66b5f | | TFN | 63.09 | Not recorded | 68fa753e1e209131cea66b5f | | LF-GRU | 58.53 | Not recorded | 68fa753e1e209131cea66b5f | | EF-GRU | 57.06 | Not recorded | 68fa753e1e209131cea66b5f | ### MultiMAE-DER-FSLF WAR: 79.36. Result ID: 699396f43a6c3148491714af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"V+A"}. This record does not assert independent reproduction. ### MultiMAE-DER-FFLS WAR: 78.83. Result ID: 699396f43a6c3148491714ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"V+A"}. This record does not assert independent reproduction. ### MultiMAE-DER WAR: 78.45. Result ID: 699396f43a6c3148491714a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"A"}. This record does not assert independent reproduction. ### VQ-MAE-AV WAR: 78.4. Result ID: 699396f43a6c3148491714a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"SSL":true,"Modality":"V+A"}. This record does not assert independent reproduction. ### MultiMAE-DER-CFAS WAR: 78.16. Result ID: 699396f43a6c3148491714ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"V+A"}. This record does not assert independent reproduction. ### MultiMAE-DER WAR: 77.83. Result ID: 699396f43a6c3148491714a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"V"}. This record does not assert independent reproduction. ### RAVER WAR: 77.3. Result ID: 699396f43a6c3148491714a6. [Reporting paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. ### MultiMAE-DER-OFOS WAR: 76.54. Result ID: 699396f43a6c3148491714ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"V+A"}. This record does not assert independent reproduction. ### MultiMAE-DER-SFAS WAR: 75.48. Result ID: 699396f43a6c3148491714ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"V+A"}. This record does not assert independent reproduction. ### MultiMAE-DER-RFAS WAR: 74.9. Result ID: 699396f43a6c3148491714aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":true,"Modality":"V+A"}. This record does not assert independent reproduction. ### AV-Gating WAR: 74. Result ID: 699396f43a6c3148491714a5. [Reporting paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. ### AV-LSTM WAR: 72.9. Result ID: 699396f43a6c3148491714a4. [Reporting paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. ### AuxFormer WAR: 71.7. Result ID: 699396f43a6c3148491714a3. [Reporting paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. ### MATER WAR: 67.2. Result ID: 699396f43a6c3148491714a2. [Reporting paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. ### TFN WAR: 63.09. Result ID: 699396f43a6c3148491714a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. ### LF-GRU WAR: 58.53. Result ID: 699396f43a6c3148491714a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. ### EF-GRU WAR: 57.06. Result ID: 699396f43a6c31484917149f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SSL":false,"Modality":"V+A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.