Summary: Wavelet transform has a good ability to express the multi-resolution characteristics and Bayesian theory has demonstrated a success in face detection and face recognition. Bayesian face recognition based on wavelet transform is proposed. Then, Bayesian approach is used to the low-frequency sub-band. Its efficiency and superiority are clarified by comparative experiment on Yale database.