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 2 转换网络算法的消融实验

Tab.2 Ablation experiment of conversion network algorithm mm

算法 正向映射 反向映射 MAE RMSE MAE RMSE GAN[22] 1.217 1.642 0.946 1.189 CycleGAN[21] 1.127 1.428 0.811 0.919 Bi-MGAN(G) 1.034 1.341 0.801 0.908 Bi-MGAN(M) 0.879 1.134 0.642 0.881 Bi-MGAN(GM) 0.703 0.920 0.501 0.683