基于多任务学习与层叠 Transformer 的多模态情感分析模型

陈巧红,孙佳锦,漏杨波,方志坚

Multimodal sentiment analysis model based on multi-task learning and stacked cross-modal Transformer

Qiao-hong CHEN,Jia-jin SUN,Yang-bo LOU,Zhi-jian FANG

表 3 MOSEI数据集上不同模型的性能对比结果

Tab.3 Performance comparison of results with different models in MOSEI dataset

对比模型 Acc2/% F1/% Acc3/% MAE Corr T/s N/MB TFN 81.89 81.74 66.63 57.26 71.74 175 3.7 MFN 82.86 82.85 66.59 57.33 71.82 354 5.3 LMF 83.48 83.36 66.59 57.57 71.69 68 5.5 MULT 83.43 83.32 67.04 55.93 73.71 402 40.5 MISA 84.64 84.66 67.63 55.75 75.15 1101 15.2 CMFIB 85.72 85.72 67.89 58.36 79.37 705 7.9 MTSA 83.51 83.38 67.13 55.67 73.46 351 4.9