Aiming at the problem of face recognition with glasses in the enterprise intelligence attendance system, this paper adopts PCA+ICA algorithm, removing the glasses from the staff. The system uses face recognition technology to complete image preprocessing, face database construction, glasses removal, face reconstruction and so on. According to the MATLAB simulation,the system has stronger robustness to the facial changes of the staff, the recognition rate is accurate, and the improvement effect is obvious.