. HMM Initialized HMM Estimated HMM Algorithm Forward Backward Baum-Welch Convergence YES NO Frontal Face Not Frontal Face Blocks Extraction Feature Extraction Viterbi Decision Local Image λ1 Computation Probability Probability Computation Probability Computation λ λ 2 N Extraction Block Feature Extraction Image Test Maximum Selection Model Recognized