# Emotion Recognition on CH-SIMS Source: [Emotion Recognition on CH-SIMS]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:02.319Z Evaluation of Emotion Recognition performance on the CH-SIMS dataset, reporting 5-class accuracy (Acc5). 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) | CH-SIMS | | Metric | Accuracy (5-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 (5-Class)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (5-Class) | Result date | Report paper | | --- | --- | --- | --- | | OGMGE | 56.17 | Not recorded | 69535c6f53fdd5c36173d7a9 | | ARL | 55.7 | Not recorded | 69535c6f53fdd5c36173d7a9 | | BMML | 55.14 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Language | 54.58 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MMPareto | 53.73 | Not recorded | 69535c6f53fdd5c36173d7a9 | | G-Blend Offline | 53.11 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMM | 52.76 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Coupled Mamba | 52.09 | Not recorded | 69535c6f53fdd5c36173d7a9 | | G-Blend Online | 51.39 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMM | 51.22 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MBT | 51.13 | Not recorded | 69535c6f53fdd5c36173d7a9 | | PDF | 51.09 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMMCLS | 50.86 | Not recorded | 69535c6f53fdd5c36173d7a9 | | LMF | 50.2 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MulT | 49.79 | Not recorded | 69535c6f53fdd5c36173d7a9 | | ShaSpec | 48.06 | Not recorded | 69535c6f53fdd5c36173d7a9 | | AUG | 47.97 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OGM | 47.66 | Not recorded | 69535c6f53fdd5c36173d7a9 | | SimBaMMCLS | 47.16 | Not recorded | 69535c6f53fdd5c36173d7a9 | | RegBN | 47.04 | Not recorded | 69535c6f53fdd5c36173d7a9 | | IMDer | 45.41 | Not recorded | 69535c6f53fdd5c36173d7a9 | | OMIB | 45.35 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Audio | 42.98 | Not recorded | 69535c6f53fdd5c36173d7a9 | | MMP | 42.01 | Not recorded | 69535c6f53fdd5c36173d7a9 | | DGL | 39.48 | Not recorded | 69535c6f53fdd5c36173d7a9 | | Vision | 35.93 | Not recorded | 69535c6f53fdd5c36173d7a9 | ### OGMGE Accuracy (5-Class): 56.17. Result ID: 699937055698665ec4a05d65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### ARL Accuracy (5-Class): 55.7. Result ID: 699937055698665ec4a05d67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### BMML Accuracy (5-Class): 55.14. Result ID: 699937055698665ec4a05d69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### Language Accuracy (5-Class): 54.58. Result ID: 699937055698665ec4a05d54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### MMPareto Accuracy (5-Class): 53.73. Result ID: 699937055698665ec4a05d68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### G-Blend Offline Accuracy (5-Class): 53.11. Result ID: 699937055698665ec4a05d6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### SimBaMM Accuracy (5-Class): 52.76. Result ID: 699937055698665ec4a05d6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Proposed"}. This record does not assert independent reproduction. ### Coupled Mamba Accuracy (5-Class): 52.09. Result ID: 699937055698665ec4a05d61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### G-Blend Online Accuracy (5-Class): 51.39. Result ID: 699937055698665ec4a05d6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### SimBaMM Accuracy (5-Class): 51.22. Result ID: 699937055698665ec4a05d5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### MBT Accuracy (5-Class): 51.13. Result ID: 699937055698665ec4a05d5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### PDF Accuracy (5-Class): 51.09. Result ID: 699937055698665ec4a05d60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### SimBaMMCLS Accuracy (5-Class): 50.86. Result ID: 699937055698665ec4a05d6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Proposed"}. This record does not assert independent reproduction. ### LMF Accuracy (5-Class): 50.2. Result ID: 699937055698665ec4a05d5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### MulT Accuracy (5-Class): 49.79. Result ID: 699937055698665ec4a05d63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Head-Based"}. This record does not assert independent reproduction. ### ShaSpec Accuracy (5-Class): 48.06. Result ID: 699937055698665ec4a05d59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### AUG Accuracy (5-Class): 47.97. Result ID: 699937055698665ec4a05d5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Encoder-Based"}. This record does not assert independent reproduction. ### OGM Accuracy (5-Class): 47.66. Result ID: 699937055698665ec4a05d64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### SimBaMMCLS Accuracy (5-Class): 47.16. Result ID: 699937055698665ec4a05d5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### RegBN Accuracy (5-Class): 47.04. Result ID: 699937055698665ec4a05d5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Encoder-Based"}. This record does not assert independent reproduction. ### IMDer Accuracy (5-Class): 45.41. Result ID: 699937055698665ec4a05d57. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### OMIB Accuracy (5-Class): 45.35. Result ID: 699937055698665ec4a05d62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Fusion-Based"}. This record does not assert independent reproduction. ### Audio Accuracy (5-Class): 42.98. Result ID: 699937055698665ec4a05d56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. ### MMP Accuracy (5-Class): 42.01. Result ID: 699937055698665ec4a05d58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Missing Data-Based"}. This record does not assert independent reproduction. ### DGL Accuracy (5-Class): 39.48. Result ID: 699937055698665ec4a05d66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Gradient-Based"}. This record does not assert independent reproduction. ### Vision Accuracy (5-Class): 35.93. Result ID: 699937055698665ec4a05d55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Unimodal"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.