融合生成对抗网络与时间卷积网络的普通话情感识别

李海烽,张雪英,段淑斐,贾海蓉,Huizhi Liang

Fusing generative adversarial network and temporal convolutional network for Mandarin emotion recognition

Hai-feng LI,Xue-ying ZHANG,Shu-fei DUAN,Hai-rong JIA,Hui-zhi LIANG

表 4 情感识别网络算法的消融实验

Tab.4 Ablation experiment of emotion recognition networks algorithm %

数据库 算法 ACC F1 AUC CASIA TCN[20] 70.69 69.18 70.79 ResTCN[18] 72.25 72.16 72.67 ResTCN-FA 76.25 76.56 76.96 ResTCN-DA 73.75 73.71 73.97 ResTCN-FDA 80.41 81.22 81.43 STEM-E2VA TCN[20] 64.71 64.52 66.69 ResTCN[18] 68.31 67.68 71.14 ResTCN-FA 73.63 73.78 74.83 ResTCN-DA 72.85 72.61 73.36 ResTCN-FDA 75.63 75.44 76.82 EMO-DB TCN[20] 71.26 68.67 71.71 ResTCN[18] 73.71 74.28 74.83 ResTCN-FA 76.22 76.62 76.94 ResTCN-DA 77.29 75.81 77.91 ResTCN-FDA 80.16 80.78 81.58 RADVESS TCN[20] 59.07 59.02 59.66 ResTCN[18] 62.41 61.15 61.77 ResTCN-FA 63.93 62.40 63.98 ResTCN-DA 64.07 63.82 64.90 ResTCN-FDA 66.55 65.57 66.86