# Emotion Recognition on MOSEI Source: [Emotion Recognition on MOSEI]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:03.723Z Evaluation of Emotion Recognition performance on the MOSEI dataset, reporting the 7-class accuracy metric (Acc7). 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) | MOSEI | | Metric | Accuracy (7-Class) | | 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 (7-Class)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (7-Class) | Result date | Report paper | | --- | --- | --- | --- | | Coupled Mamba | 51.88 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MulT | 51.47 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Language | 51.44 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMMCLS | 49.36 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OMIB | 47.95 | Not recorded | 69535c6f53fdd5c36173d7a9 | | PDF | 46.49 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MBT | 44.34 | Not recorded | 69535c6f53fdd5c36173d7a9 | | AUG | 43.95 | Not recorded | 69535c6f53fdd5c36173d7a9 | | BMML | 43.07 | Not recorded | 69535c6f53fdd5c36173d7a9 | | G-Blend Offline | 42.9 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Vision | 42.85 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OGMGE | 42.74 | Not recorded | 69535c6f53fdd5c36173d7a9 | | IMDer | 42.73 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MMPareto | 42.09 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Audio | 41.97 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMM | 41.69 | Not recorded | 69535c6f53fdd5c36173d7a9 | | G-Blend Online | 41.28 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMM | 39.5 | Not recorded | 69535c6f53fdd5c36173d7a9 | | RegBN | 38.94 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMMCLS | 37.69 | Not recorded | 69535c6f53fdd5c36173d7a9 | | LMF | 37.04 | Not recorded | 69535c6f53fdd5c36173d7a9 | | ShaSpec | 34.89 | Not recorded | 69535c6f53fdd5c36173d7a9 | | DGL | 32.53 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OGM | 30.6 | Not recorded | 69535c6f53fdd5c36173d7a9 | | ARL | 28.38 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MMP | 27.6 | Not recorded | 69535c6f53fdd5c36173d7a9 | ### Coupled Mamba Accuracy (7-Class): 51.88. Result ID: 699937055698665ec4a05d47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### MulT Accuracy (7-Class): 51.47. Result ID: 699937055698665ec4a05d49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Head-Based"}. This record does not assert independent reproduction. ### Language Accuracy (7-Class): 51.44. Result ID: 699937055698665ec4a05d3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### SimBaMMCLS Accuracy (7-Class): 49.36. Result ID: 699937055698665ec4a05d52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Proposed"}. This record does not assert independent reproduction. ### OMIB Accuracy (7-Class): 47.95. Result ID: 699937055698665ec4a05d48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### PDF Accuracy (7-Class): 46.49. Result ID: 699937055698665ec4a05d46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### MBT Accuracy (7-Class): 44.34. Result ID: 699937055698665ec4a05d44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### AUG Accuracy (7-Class): 43.95. Result ID: 699937055698665ec4a05d43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Encoder-Based"}. This record does not assert independent reproduction. ### BMML Accuracy (7-Class): 43.07. Result ID: 699937055698665ec4a05d4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### G-Blend Offline Accuracy (7-Class): 42.9. Result ID: 699937055698665ec4a05d51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### Vision Accuracy (7-Class): 42.85. Result ID: 699937055698665ec4a05d3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### OGMGE Accuracy (7-Class): 42.74. Result ID: 699937055698665ec4a05d4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### IMDer Accuracy (7-Class): 42.73. Result ID: 699937055698665ec4a05d3d. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### MMPareto Accuracy (7-Class): 42.09. Result ID: 699937055698665ec4a05d4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### Audio Accuracy (7-Class): 41.97. Result ID: 699937055698665ec4a05d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### SimBaMM Accuracy (7-Class): 41.69. Result ID: 699937055698665ec4a05d41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### G-Blend Online Accuracy (7-Class): 41.28. Result ID: 699937055698665ec4a05d50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### SimBaMM Accuracy (7-Class): 39.5. Result ID: 699937055698665ec4a05d53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Proposed"}. This record does not assert independent reproduction. ### RegBN Accuracy (7-Class): 38.94. Result ID: 699937055698665ec4a05d42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Encoder-Based"}. This record does not assert independent reproduction. ### SimBaMMCLS Accuracy (7-Class): 37.69. Result ID: 699937055698665ec4a05d40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### LMF Accuracy (7-Class): 37.04. Result ID: 699937055698665ec4a05d45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### ShaSpec Accuracy (7-Class): 34.89. Result ID: 699937055698665ec4a05d3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### DGL Accuracy (7-Class): 32.53. Result ID: 699937055698665ec4a05d4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### OGM Accuracy (7-Class): 30.6. Result ID: 699937055698665ec4a05d4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### ARL Accuracy (7-Class): 28.38. Result ID: 699937055698665ec4a05d4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### MMP Accuracy (7-Class): 27.6. Result ID: 699937055698665ec4a05d3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.