Research Article

A Chinese Lip-Reading System Based on Convolutional Block Attention Module

Table 4

Compliance rate of each model (the accuracy rate is higher than 70%).

ModelQualified numberCompliance rate (%)

Vgg16 + LSTM + Attention1575
Vgg16 + GRU + Attention1470
InceptionV3 + LSTM + Attention1680
InceptionV3 + GRU + Attention1995
ResNet50 + LSTM + Attention1785
ResNet50 + GRU + Attention1995
ResNet101 + LSTM + Attention1890
ResNet101 + GRU + Attention1890
ResNet152 + LSTM + Attention1995
ResNet152 + GRU + Attention1785
ResNet50 + CBAM + LSTM + Attention1785
ResNet50 + CBAM + GRU + Attention20100