Keywords: ASM, active shape model; CCA, canonical correlation analysis; ECD, eye closure duration; EER, equal error rate; ESD-Value, eyelid state detection value; FEC, frequency of eye closure; GLCM, grey-level co-occurrence matrix; GRBF, Gaussian radial basis func