Research Article
Multimodal Sentiment Analysis Based on Cross-Modal Attention and Gated Cyclic Hierarchical Fusion Networks
Table 4
Performance tables for different cross-modal notes on MOSI and MOSEI datasets.
| Task | MOSI | MOSEI | MAE (↓) | Corr (↑) | Acc-2 (↑) | F1-score (↑) | MAE (↓) | Corr (↑) | Acc-2 (↑) | F1-score (↑) |
| | 1.442 | 0.210 | 53.81 | 46.48/ | 1.315 | 0.197 | 60.13/61.25 | 60.48/59.38 | | 1.321 | 0.233 | 62.33 | 57.85/58.94 | 1.244 | 0.182 | 58.48/59.47 | 61.63/61.48 | | 0.896 | 0.393 | 68.52 | 64.44/65.38 | 0.815 | 0.213 | 64.15/63.18 | 64.85/64.25 | | 0.901 | 0.384 | 71.49 | 69.12/67.20 | 0.843 | 0.241 | 63.48/63.14 | 63.54/63.89 | | 0.976 | 0.223 | 73.62/71.40 | 71.04/64.31 | 0.821 | 0.213 | 61.84/62.37 | 61.23/61.66 | | 0.957 | 0.381 | 74.22/72.67 | 71.04/65.86 | 0.784 | 0.230 | 63.24/62.56 | 61.05/60.72 | | 0.819 | 0.486 | 76.80/76.01 | 75.72/74.84 | 0.763 | 0.361 | 72.18/72.56 | 74.37/74.03 |
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