| 模态类型 | 模型名称 | Yelp | Amazon | ||
|---|---|---|---|---|---|
| Acc | F1 | Acc | F1 | ||
| 文本 | Bi-GRU | 76.88 | 77.10 | 76.98 | 80.01 |
| TextCNN | 75.53 | 73.47 | 76.44 | 79.40 | |
| 图像 | Faster R-CNN | 70.23 | 70.11 | 70.19 | 75.07 |
| ResNet-50 | 67.89 | 67.13 | 69.89 | 70.99 | |
| 多模态数据 | LF | 77.88 | 76.85 | 78.01 | 82.36 |
| HF | 77.37 | 76.68 | 77.85 | 81.53 | |
| CBM | 78.03 | 79.15 | 78.14 | 83.30 | |
| MFB | 78.64 | 77.82 | 78.59 | 82.09 | |
| SCBM | 77.91 | 77.07 | 78.66 | 82.51 | |
| FedMM | 78.28 | 78.38 | 78.65 | 85.17 | |
| MTAMW | 80.12 | 79.26 | 80.23 | 86.79 | |
| ITRHP | 80.17 | 79.38 | 80.27 | 89.01 | |
