Table 7 The impact of different UFEN layer numbers.
From: Multimodal sentiment analysis based on multi-layer feature fusion and multi-task learning
No. of UFEN | SIMS | MOSI | ||||||
|---|---|---|---|---|---|---|---|---|
Acc2 | F1-score | Corr | Acc5 | Acc2 | F1-score | Corr | Acc7 | |
1 | 73.65 | 73.92 | 0.530 | 39.29 | 83.5/86.0 | 83.6/86.0 | 0.781 | 45.8 |
2 | 80.56 | 80.27 | 0.583 | 45.20 | 85.2/86.6 | 85.2/86.7 | 0.792 | 46.7 |
3 | 77.02 | 76.85 | 0.563 | 43.23 | 83.1/85.2 | 82.9/85.1 | 0.782 | 46.2 |
4 | 75.19 | 75.66 | 0.527 | 41.70 | 81.3/82.8 | 81.4/82.8 | 0.756 | 43.9 |