# Emotion Recognition on MOSI (Acc7) Source: [Emotion Recognition on MOSI (Acc7)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:03.707Z Evaluation of Emotion Recognition performance on the MOSI dataset, specifically 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) | MOSI | | 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 | | --- | --- | --- | --- | | Language | 40.84 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MulT | 35.84 | Not recorded | 69535c6f53fdd5c36173d7a9 | | DGL | 35.33 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MMPareto | 34.88 | Not recorded | 69535c6f53fdd5c36173d7a9 | | PDF | 33.15 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMMCLS | 32.29 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OMIB | 32.11 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Coupled Mamba | 31.47 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OGMGE | 31.47 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MBT | 31.24 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMM | 30.56 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMM | 30.28 | Not recorded | 69535c6f53fdd5c36173d7a9 | | ShaSpec | 28.921 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OGM | 28.83 | Not recorded | 69535c6f53fdd5c36173d7a9 | | LMF | 28.42 | Not recorded | 69535c6f53fdd5c36173d7a9 | | IMDer | 28.1 | Not recorded | 69535c6f53fdd5c36173d7a9 | | AUG | 27.56 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMMCLS | 26.83 | Not recorded | 69535c6f53fdd5c36173d7a9 | | ARL | 25.74 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Vision | 25.56 | Not recorded | 69535c6f53fdd5c36173d7a9 | | G-Blend Online | 25.19 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MMP | 24.51 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Audio | 24.01 | Not recorded | 69535c6f53fdd5c36173d7a9 | | G-Blend Offline | 23.83 | Not recorded | 69535c6f53fdd5c36173d7a9 | | BMML | 22.87 | Not recorded | 69535c6f53fdd5c36173d7a9 | | RegBN | 21.15 | Not recorded | 69535c6f53fdd5c36173d7a9 | ### Language Accuracy (7-Class): 40.84. Result ID: 699937055698665ec4a05d20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### MulT Accuracy (7-Class): 35.84. Result ID: 699937055698665ec4a05d2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Head-Based"}. This record does not assert independent reproduction. ### DGL Accuracy (7-Class): 35.33. Result ID: 699937055698665ec4a05d32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### MMPareto Accuracy (7-Class): 34.88. Result ID: 699937055698665ec4a05d34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### PDF Accuracy (7-Class): 33.15. Result ID: 699937055698665ec4a05d2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### SimBaMMCLS Accuracy (7-Class): 32.29. Result ID: 699937055698665ec4a05d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Proposed"}. This record does not assert independent reproduction. ### OMIB Accuracy (7-Class): 32.11. Result ID: 699937055698665ec4a05d2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### Coupled Mamba Accuracy (7-Class): 31.47. Result ID: 699937055698665ec4a05d2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### OGMGE Accuracy (7-Class): 31.47. Result ID: 699937055698665ec4a05d31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### MBT Accuracy (7-Class): 31.24. Result ID: 699937055698665ec4a05d2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### SimBaMM Accuracy (7-Class): 30.56. Result ID: 699937055698665ec4a05d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Proposed"}. This record does not assert independent reproduction. ### SimBaMM Accuracy (7-Class): 30.28. Result ID: 699937055698665ec4a05d27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### ShaSpec Accuracy (7-Class): 28.921. Result ID: 699937055698665ec4a05d25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### OGM Accuracy (7-Class): 28.83. Result ID: 699937055698665ec4a05d30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### LMF Accuracy (7-Class): 28.42. Result ID: 699937055698665ec4a05d2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### IMDer Accuracy (7-Class): 28.1. Result ID: 699937055698665ec4a05d23. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### AUG Accuracy (7-Class): 27.56. Result ID: 699937055698665ec4a05d29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Encoder-Based"}. This record does not assert independent reproduction. ### SimBaMMCLS Accuracy (7-Class): 26.83. Result ID: 699937055698665ec4a05d26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### ARL Accuracy (7-Class): 25.74. Result ID: 699937055698665ec4a05d33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### Vision Accuracy (7-Class): 25.56. Result ID: 699937055698665ec4a05d21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### G-Blend Online Accuracy (7-Class): 25.19. Result ID: 699937055698665ec4a05d36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### MMP Accuracy (7-Class): 24.51. Result ID: 699937055698665ec4a05d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### Audio Accuracy (7-Class): 24.01. Result ID: 699937055698665ec4a05d22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### G-Blend Offline Accuracy (7-Class): 23.83. Result ID: 699937055698665ec4a05d37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### BMML Accuracy (7-Class): 22.87. Result ID: 699937055698665ec4a05d35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### RegBN Accuracy (7-Class): 21.15. Result ID: 699937055698665ec4a05d28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Encoder-Based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.