Optical music recognition technology is of great significance in the development digital music. In recent years, convolutional recurrent neural network framework with connectionist temporal classification has been used recognition. However, its loss function calculated serial mode, which leads to low efficiency training and difficulty convergence. Additionally, because gradient disappearance ex...