Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | A. Xenos et al | 38.52 | No | VLLMs Provide Better Context for Emotion Underst... | 2024-04-10 | Code |
| 2 | EmotiCon (Depth-based) | 35.48 | No | EmotiCon: Context-Aware Multimodal Emotion Recog... | 2020-03-14 | - |
| 3 | EmotionCLIP(linear-probe evaluation) | 32.91 | No | Learning Emotion Representations from Verbal and... | 2023-05-22 | Code |
| 4 | EmotiCon (GCN) | 32.03 | No | EmotiCon: Context-Aware Multimodal Emotion Recog... | 2020-03-14 | - |
| 5 | Fusion Model (scene sentiment + body features) | 29.45 | Yes | Context Based Emotion Recognition using EMOTIC D... | 2020-03-30 | Code |
| 6 | Affective Graph (GCN) | 28.42 | Yes | - | - | - |
| 7 | Fusion Model (scene + body features) | 27.7 | Yes | Context Based Emotion Recognition using EMOTIC D... | 2020-03-30 | Code |
| 8 | Fusion Model | 27.38 | No | Context Based Emotion Recognition using EMOTIC D... | 2020-03-30 | Code |
| 9 | CAER-Net (Adaptive Fusion) | 20.84 | No | Context-Aware Emotion Recognition Networks | 2019-08-16 | Code |