This paper proposed a virtual sample generating method to enrich intra-class variation information of training samples based on generic training set. And then this paper proposed a virtual sample image set based multimanifold discriminant learning algorithm to utilize the intra-class variation information of generated virtual samples for efficiently performing single sample face recognition tasks. The algorithm divided the only single sample image of each class and the virtual sample images of the class int...