# Fine-grained Multimodal Emotion Recognition on OV-MERD+ Source: [Fine-grained Multimodal Emotion Recognition on OV-MERD+]() Collection index: [llms.txt]() Data updated: 2026-05-22T08:03:41.148Z Evaluation of Fine-grained Multimodal Emotion Recognition performance on the OV-MERD+ dataset, reporting Weighted Average F-score (WAF). 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 | Fine-grained Multimodal Emotion Recognition | | Dataset (including any stated split) | OV-MERD+ | | Metric | WAF | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [WAF](): Higher is better; unit: PERCENT. ## Recorded results | Method | WAF | Result date | Report paper | | --- | --- | --- | --- | | AffectAgent | 65.13 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectGPT | 62.52 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 57.72 | Not recorded | 69df1bbe7d0172140ec7bb00 | | Emotion-LLaMA | 52.97 | Not recorded | 69df1bbe7d0172140ec7bb00 | | VEENA | 49.67 | Not recorded | 6a0fe327f984739ed6739e88 | | PAI | 46.32 | Not recorded | 6a0fe327f984739ed6739e88 | | AffectAgent | 43.67 | Not recorded | 69df1bbe7d0172140ec7bb00 | | VISTA | 40.82 | Not recorded | 6a0fe327f984739ed6739e88 | | Baseline | 40.42 | Not recorded | 6a0fe327f984739ed6739e88 | | PandaGPT | 37.12 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 24.44 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 23.8 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 22.65 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 22.36 | Not recorded | 69df1bbe7d0172140ec7bb00 | | Video-LLaMA 2 | 16.58 | Not recorded | 69df1bbe7d0172140ec7bb00 | | ChatBridge | 15.35 | Not recorded | 69df1bbe7d0172140ec7bb00 | | VideoChat | 15.02 | Not recorded | 69df1bbe7d0172140ec7bb00 | | Video-LLaMA | 13.98 | Not recorded | 69df1bbe7d0172140ec7bb00 | ### AffectAgent WAF: 65.13. Result ID: 69df5d3c47f34ce924c87e5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"AffectGPT"}. This record does not assert independent reproduction. ### AffectGPT WAF: 62.52. Result ID: 69df5d3c47f34ce924c87e5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### AffectAgent WAF: 57.72. Result ID: 69df5d3c47f34ce924c87e5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"Emotion-LLaMA"}. This record does not assert independent reproduction. ### Emotion-LLaMA WAF: 52.97. Result ID: 69df5d3c47f34ce924c87e59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### VEENA WAF: 49.67. Result ID: 6a100dd8fbc373592c08d7a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction. ### PAI WAF: 46.32. Result ID: 6a100dd8fbc373592c08d7a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction. ### AffectAgent WAF: 43.67. Result ID: 69df5d3c47f34ce924c87e58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"PandaGPT"}. This record does not assert independent reproduction. ### VISTA WAF: 40.82. Result ID: 6a100dd8fbc373592c08d7a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction. ### Baseline WAF: 40.42. Result ID: 6a100dd8fbc373592c08d7a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction. ### PandaGPT WAF: 37.12. Result ID: 69df5d3c47f34ce924c87e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### AffectAgent WAF: 24.44. Result ID: 69df5d3c47f34ce924c87e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"Video-LLaMA 2"}. This record does not assert independent reproduction. ### AffectAgent WAF: 23.8. Result ID: 69df5d3c47f34ce924c87e54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"ChatBridge"}. This record does not assert independent reproduction. ### AffectAgent WAF: 22.65. Result ID: 69df5d3c47f34ce924c87e50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"Video-LLaMA"}. This record does not assert independent reproduction. ### AffectAgent WAF: 22.36. Result ID: 69df5d3c47f34ce924c87e52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"VideoChat"}. This record does not assert independent reproduction. ### Video-LLaMA 2 WAF: 16.58. Result ID: 69df5d3c47f34ce924c87e55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### ChatBridge WAF: 15.35. Result ID: 69df5d3c47f34ce924c87e53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### VideoChat WAF: 15.02. Result ID: 69df5d3c47f34ce924c87e51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### Video-LLaMA WAF: 13.98. Result ID: 69df5d3c47f34ce924c87e4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.