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 5 情感识别网络算法的情绪评价指标对比

Tab.5 Comparison of emotion evaluation metrics for emotion recognition networks algorithm %

数据库 算法 ACC F1 AUC CASIA CNN[12] 63.00 62.43 63.19 HS-TCN[24] 76.25 76.64 76.91 DRN[25] 76.91 76.67 76.94 ResTCN-FDA 80.41 81.22 81.43 STEM-E2VA CNN[12] 56.77 56.84 57.77 HS-TCN[24] 72.81 72.59 72.92 DRN[25] 68.15 68.25 68.86 ResTCN-FDA 75.63 75.44 76.82 EMO-DB CNN[12] 69.72 69.09 69.86 HS-TCN[24] 74.76 73.60 75.51 DRN[25] 76.64 74.72 76.96 ResTCN-FDA 80.16 80.78 81.58 RADVESS CNN[12] 57.29 55.67 57.85 HS-TCN[24] 63.29 63.56 63.58 DRN[25] 63.46 61.88 63.90 ResTCN-FDA 66.55 65.57 66.86