Abstract: Based on the study on the transient Adaptive Resonance Theory（ART）and their merits and defects, an im proved ART network of input venture detection adapted to classification of less training stylebooks and high dimension images is presented in this paper.

Key words: ART network,Pattern recognition, Input venture detection criterion,Classifier,Face recognition