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 3 转换网络算法的映射性能对比

Tab.3 Comparison of mapping performance for conversion networks algorithm mm

算法 正向映射 反向映射 MAE RMSE MAE RMSE DNN[14] 1.479 1.613 1.143 1.259 BiLSTM[11] 1.298 1.422 1.003 1.217 PSO-LSSVM[6] 1.185 1.252 0.967 1.136 DRMDN[23] 0.884 0.948 0.831 0.939 Bi-MGAN 0.703 0.908 0.501 0.683