3D Face Recognition System Based on 3D Eigenfaces

3D Face Recognition System Based on 3D Eigenfaces
Author :
Publisher : LAP Lambert Academic Publishing
Total Pages : 56
Release :
ISBN-10 : 3845407190
ISBN-13 : 9783845407197
Rating : 4/5 (90 Downloads)

Book Synopsis 3D Face Recognition System Based on 3D Eigenfaces by : Divyarajsinh Parmar

Download or read book 3D Face Recognition System Based on 3D Eigenfaces written by Divyarajsinh Parmar and published by LAP Lambert Academic Publishing. This book was released on 2013 with total page 56 pages. Available in PDF, EPUB and Kindle. Book excerpt: A face recognition system that solves the problem of changes in facial expression and mimics in 3D range images. So here, we propose a local variation detection and restoration method based eigenfaces using the principal component analysis (PCA). The depth map of a 3D facial image is first smoothed using median filter to minimize the local variation. The forefront nose point is selected to be the image center for alignment. The detected face shape is cropped & normalized to a standard image size of 101x101 pixels. Facial depth-valus are scaled between 0 and 255 for translation and scaling-invariant identification. The preprocessed face image is smoothed to minimize the local variations. The PCA is applied to the resultant range data and the corresponding principal or Eigen images are used as the characteristic feature vectors of the subject to find the person identity in the database of pre-recorded faces. The system performance is tested on the GavabDB databases. Experimental results show that the proposed method is able to identify subjects with different facial expression and mimics in the presence of noise in their 3D facial images.


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