Analysis of 3D Face Reconstruction

S. Amin, D. Gillies
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引用次数: 22

Abstract

3D shape reconstruction from 2D images is an inverse problem, and is therefore mathematically ill- posed. One solution to 3D shape reconstruction problem is to use a model based approach. This paper presents an analysis by synthesis method for solving 3D face reconstruction problems using anatomical landmarks and intensity from 2D frontal face images. To improve the quality of 3D shape reconstruction we incorporate a number of steps in analysis by synthesis framework. Firstly, we approach the 3D model construction problem by using rigid and non rigid surface registration. Secondly, we simplify the shape estimation by using multidimensional amoeba optimization to optimize shape parameters while mapping texture directly using 3D-2D alignment. Thirdly, we evaluate the quality of the 3D shape reconstruction in the context of 3D shape error as well as by visual analysis.
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三维人脸重建分析
从二维图像重建三维形状是一个逆问题,因此在数学上是不适定的。一种解决三维形状重建问题的方法是使用基于模型的方法。本文提出了一种利用二维正面图像的解剖标志和强度来解决三维人脸重建问题的综合分析方法。为了提高三维形状重建的质量,我们在合成框架中加入了许多分析步骤。首先,采用刚性曲面和非刚性曲面配准的方法解决三维模型的构建问题。其次,在直接使用3D-2D对齐映射纹理的同时,采用多维阿米巴优化方法优化形状参数,简化形状估计;第三,在三维形状误差和视觉分析的情况下,对三维形状重建的质量进行了评价。
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