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3D Face Reconstruction Based on One Image
Author: NiuXiaoXia
Tutor: WangChengRu
School: Yanshan University
Course: Signal and Information Processing
Keywords: 3D face reconstruction Principal Component Analysis Radial Basis Function Deformation model Texture mapping
CLC: TP391.41
Type: Master's thesis
Year: 2010
Downloads: 177
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Abstract
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3D face reconstruction is one of the computer animation , computer games , computer vision and image recognition field research hotspot in computer graphics and computer vision field in recent years is the most fundamental and difficult problem . Face , most of the traditional 3D face modeling method need to extract multiple images done by modifying the general model , while three-dimensional reconstruction of a single image emerged in recent years new research directions . On through leaflets Face photos to create a realistic 3D face model on the basis of the deformable model method . First of all , through modeling software and CVL Face Database human face image export 3D face model data files , and data into a data format suitable for face modeling research . Secondly, the introduction of 3D face reconstruction method based on a single image , based on pre-estimation of the face pose parameters using principal component analysis algorithms and sparse deformation model for face shape model reconstruction , and on this basis propose the radial basis function interpolation adjustment of the reconstruction model , so that the accuracy of the three-dimensional shape of the model can be further raised . Finally, the use of the triangular mesh segmentation technology face densely aligned and meet the new quasi-Newton equation improved the BFGS algorithm texture parameter optimization , remodeling, and ultimately achieve a realistic 3D texture images of the human face reconstruction of the face model . Matlab program in the appropriate sections of the various parts of the simulation test , to solve some of the key issues in the reconstruction of three-dimensional face , and ultimately based on a single image of realistic 3D face reconstruction . Finally, analysis of existing problems, and research directions for further work and experience .
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CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer applications > Information processing (information processing) > Pattern Recognition and devices > Image recognition device
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