In this paper, we develop a new asymptotic results for likelihood ratio test (LRT) in high dimensional factor model. Using the results from the random matrix theory, asymptotic distribution of the likelihood ratio test is derived in the regime where the sample size and the dimension of the model are of the same order of magnitude. The number of
factors can be consistently determined via sequential test procedure based on the LRT.