Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MMML | 0.5573 | No | Multimodal Multi-loss Fusion Network for Sentime... | 2023-08-01 | Code |
| 2 | TEASEL | 0.64 | Yes | TEASEL: A Transformer-Based Speech-Prefixed Lang... | 2021-09-12 | Code |
| 3 | MCEN | 0.678 | No | 10,000+ Times Accelerated Robust Subset Selectio... | 2014-09-12 | - |
| 4 | ALMT | 0.683 | No | Learning Language-guided Adaptive Hyper-modality... | 2023-10-09 | Code |
| 5 | UniMSE | 0.691 | No | UniMSE: Towards Unified Multimodal Sentiment Ana... | 2022-11-21 | Code |
| 6 | MMIM | 0.7 | No | Improving Multimodal Fusion with Hierarchical Mu... | 2021-09-01 | Code |
| 7 | self-M | 0.712 | No | Improving Multimodal Fusion with Hierarchical Mu... | 2021-09-01 | Code |
| 8 | VAE-AMDT | 0.716 | No | - | - | - |
| 9 | MAG-BERT* | 0.727 | No | Improving Multimodal Fusion with Hierarchical Mu... | 2021-09-01 | Code |
| 10 | UniVL + MELTR | 0.759 | No | MELTR: Meta Loss Transformer for Learning to Fin... | 2023-03-23 | Code |