# Multimodal Emotion Recognition on MER 2024 (HIT) Source: [Multimodal Emotion Recognition on MER 2024 (HIT)]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:42:46.793Z Evaluation of Multimodal Emotion Recognition performance on the MER 2024 dataset, reporting Hit Rate (HIT). 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 | Multimodal Emotion Recognition | | Dataset (including any stated split) | MER 2024 | | Metric | HIT | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [HIT](): Higher is better; unit: PERCENT. ## Recorded results | Method | HIT | Result date | Report paper | | --- | --- | --- | --- | | AffectAgent | 80.66 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectGPT | 78.8 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 76.46 | Not recorded | 69df1bbe7d0172140ec7bb00 | | Emotion-LLaMA | 73.62 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 56.24 | Not recorded | 69df1bbe7d0172140ec7bb00 | | PandaGPT | 51.89 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 27.53 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 24.54 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 23.87 | Not recorded | 69df1bbe7d0172140ec7bb00 | | AffectAgent | 22.71 | Not recorded | 69df1bbe7d0172140ec7bb00 | | Video-LLaMA 2 | 18.32 | Not recorded | 69df1bbe7d0172140ec7bb00 | | ChatBridge | 16.89 | Not recorded | 69df1bbe7d0172140ec7bb00 | | VideoChat | 15.65 | Not recorded | 69df1bbe7d0172140ec7bb00 | | Video-LLaMA | 13.56 | Not recorded | 69df1bbe7d0172140ec7bb00 | ### AffectAgent HIT: 80.66. Result ID: 69df5d3c47f34ce924c87dfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"AffectGPT"}. This record does not assert independent reproduction. ### AffectGPT HIT: 78.8. Result ID: 69df5d3c47f34ce924c87df9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### AffectAgent HIT: 76.46. Result ID: 69df5d3c47f34ce924c87df8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"Emotion-LLaMA"}. This record does not assert independent reproduction. ### Emotion-LLaMA HIT: 73.62. Result ID: 69df5d3c47f34ce924c87df7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### AffectAgent HIT: 56.24. Result ID: 69df5d3c47f34ce924c87df6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"PandaGPT"}. This record does not assert independent reproduction. ### PandaGPT HIT: 51.89. Result ID: 69df5d3c47f34ce924c87df5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### AffectAgent HIT: 27.53. Result ID: 69df5d3c47f34ce924c87df4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"Video-LLaMA 2"}. This record does not assert independent reproduction. ### AffectAgent HIT: 24.54. Result ID: 69df5d3c47f34ce924c87df2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"ChatBridge"}. This record does not assert independent reproduction. ### AffectAgent HIT: 23.87. Result ID: 69df5d3c47f34ce924c87df0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"VideoChat"}. This record does not assert independent reproduction. ### AffectAgent HIT: 22.71. Result ID: 69df5d3c47f34ce924c87dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T","Backbone":"Video-LLaMA"}. This record does not assert independent reproduction. ### Video-LLaMA 2 HIT: 18.32. Result ID: 69df5d3c47f34ce924c87df3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### ChatBridge HIT: 16.89. Result ID: 69df5d3c47f34ce924c87df1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### VideoChat HIT: 15.65. Result ID: 69df5d3c47f34ce924c87def. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"A, V, T"}. This record does not assert independent reproduction. ### Video-LLaMA HIT: 13.56. Result ID: 69df5d3c47f34ce924c87ded. [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.