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Extra info for Advanced Computing: First International Conference on Computer Science and Information Technology, CCSIT 2011, Bangalore, India, January 2-4, 2011. Proceedings, Part III
So, FAR is given extra weightage in this paper. The proposed Chain-Code method is easy to implement as well as gives satisfactory performance for limited training sample also. So, it may be used practically because practically a large number of database gatherings are not feasible. Acknowledgments. We are very thankful to the HOD (Electronics & Instrumentation Engineering), IET, DAVV, Indore and the Director, Malwa Institute of Technology, Indore for their constant support and motivation. References 1.
After that we histogram equalize all input images in order to spread energy of all pixels inside the image. As a next step, we subtract mean images from face images to mean center all of them. Finally all preprocessed face images change to a vector (1600 ×1vector) and go to the next step. Fig. 7 shows example of preprocessed images. Fig. 7. 2 Dimensionality Reduction Every input image is cropped to 40×40 image in the preprocessing step; as a result the input of this stage is a preprocessed 1600×1 vector.
The system was tested on ORL Database. The face recognition system was adaptive and exhibited improved performance both in terms of recognition rate An Improved and Adaptive Face Recognition Method Using Simplified Fuzzy ARTMAP 33 and time complexity. Since adaptive, this method can be employed in cases where new data needs to be added to the database frequently. Future works include employing Fast SFAM a variation of SFAM for recognition. Thus recognition system using SFAM can perform as an efficient recognizer in cases where a speedy, secure and adaptive system is required.