Abstract: This paper contains an advanced new approach regarding image processing for model recognition. The application object is given by the following fields: face recognition and fingerprint recognition. For each identification model of recognition accuracy algorithms were set based on advanced analysis techniques, such as principal components analysis and independent component analysis. The improved version of this algorithm for face and fingerprint image detection was developed by using the independent component analysis (ICA) techniques. This new algorithm improved the rate of image recognition by using the information obtained from the evaluation of the scatter matrix with an ICA signature.
Keywords: ICA, BSS, Pattern recognition, Face recognition, fingerprint image detection.