Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GraphSmile | 86.53 | No | Tracing Intricate Cues in Dialogue: Joint Graph ... | 2024-07-31 | Code |
| 2 | GraphSmile | 86.53 | No | Tracing Intricate Cues in Dialogue: Joint Graph ... | 2024-07-31 | Code |
| 3 | Joyful | 85.6 | No | Joyful: Joint Modality Fusion and Graph Contrast... | 2023-11-18 | Code |
| 4 | M3Net | 83.67 | No | - | - | Code |
| 5 | DANN | 82.7 | No | - | - | - |
| 6 | MMER | 81.7 | No | MMER: Multimodal Multi-task Learning for Speech ... | 2022-03-31 | Code |
| 7 | DialogueCRN | 81.34 | No | DialogueCRN: Contextual Reasoning Networks for E... | 2021-06-03 | Code |
| 8 | MM-DFN | 80.91 | No | MM-DFN: Multimodal Dynamic Fusion Network for Em... | 2022-03-04 | Code |
| 9 | SACL-LSTM | 80.7 | No | Supervised Adversarial Contrastive Learning for ... | 2023-06-02 | Code |
| 10 | PATHOSnet v2 | 80.4 | No | - | - | Code |
| 11 | MMGCN | 79.75 | No | MMGCN: Multimodal Fusion via Deep Graph Convolut... | 2021-07-14 | Code |
| 12 | Self-attention weight correction (A+T) | 76.8 | No | - | - | - |
| 13 | CHFusion | 76.5 | No | Multimodal Sentiment Analysis using Hierarchical... | 2018-06-16 | Code |