This paper presents feature extraction method for recognition of patterns (e.g. characters, shapes etc.). The proposed feature extraction method enables achieving of high performance in recognition systems. In this paper feature extraction techniques such as Zernike moments are considered. Zernike moments can be computed in quasi real time rates which encourages the use of Zernike moments features in image retrieval systems.