A high-speed vehicle with appears as a blur in an image, which causes errors in numberplate recognition. Blind deconvolution is a method of deblurring an image without any advanceinformation. Therefore, this paper presents a number plate recognition algorithm that uses blinddeconvolution to solve motion blur. The proposed method uses the statistics of natural images withoutblur and template matching. Experiments confirm that the proposed algorithm is superior toconventional methods in terms of the recognition rate.