“Related research has made new progress in the field of lip language recognition. Experts have proposed a speaker adaptation method based on memory mechanism. By constructing a memory bank, the model significantly improves the recognition performance of unseen speakers under the condition of no adaptive data, providing effective ideas for solving the problem of speaker adaptation in lip language recognition.”