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基于Phong模型的多幅图像SFS算法研究
  • ISSN号:1673-629X
  • 期刊名称:《计算机技术与发展》
  • 分类:TP31[自动化与计算机技术—计算机软件与理论;自动化与计算机技术—计算机科学与技术]
  • 作者机构:[1]上海大学机电工程与自动化学院,上海200072
  • 相关基金:国家自然科学基金资助项目(61005015):上海高校青年教师培养资助计划项目
中文摘要:

三维形状恢复是计算机视觉领域的热点之一。目前基于Shape—From—Shading(SFS)的三维形状恢复方法采用描述漫反射的Lambertian模型,其数学形式简单,但重构结果与实际有较大差距。文中提出了一种基于Phong模型的多幅图像SFS三维形状恢复算法,该模型是一种典型的描述镜面反射的非Lambertian模型。首先由摄象机获得单目三幅不同光源位置的图像。然后求解由Phong模型描述的三个反射图方程,得到物体表面梯度向量。进一步利用灰度约束和梯度分量约束条件构造目标泛函,建立相应的Eulor—Poision方程并采用离散差分近似微分运算,得到物体表面三维形状恢复的迭代算法。提出的算法利用三幅图像的灰度值建立方程组,求得唯一确定的表面梯度数值,解决了传统单幅图像恢复三维形状的病态问题。同时基于非I.ambertian模型建立反射图方程,可对含有镜面反射的表面进行三维形状恢复。最后通过仿真实验说明算法的有效性。

英文摘要:

Three-dimensional (3-D) shape reconstruction is one of the main problems in the field of computer vision. Most existing Shape-From-Shading (SFS) methods are based on the Lambertian reflectance model. The mathematical form of Lambertian reflectance model is simple,but reconstruction results of corresponding algorithms are relative poor compared with real 3-D shape of surfaces. New SFS algorithm based on the Phong model to reconstruct 3D shape of surface is proposed in this paper. The Phong model is a typicai kind of non-Lambertian model to describe specular reflection. Three images with different light source directions are captured by camera first- ly. Following three reflectance map equations which are described by Phong model are established. Then the gradient vectors of the 3-D surface are calculated by solving the equations. The gray constraint and gradient component constraint conditions are used to construct tar- get function, and the corresponding Eulor-Poision equations are derived. Simultaneously, discrete difference is used to approximate differ- entiai operation. New iterative 3-D shape reconstruction algorithm is proposed by the discrete difference equation. Three pixels values are used to solve certain gradient value in this method. So the ill-posed problem in traditional SFS which solves a single reflectance map e- quation can be avoided. At the same time, the algorithm solves the reflectance map equations which based on non-l,ambertian model. So the proposed method can reconstruct 3D shape of surface containing specular reflection. At last, experimental results of 3-D reconstruction show that the proposed method is effective.

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期刊信息
  • 《计算机技术与发展》
  • 中国科技核心期刊
  • 主管单位:陕西省工业和信息化厅
  • 主办单位:陕西省计算机学会
  • 主编:王守智
  • 地址:西安市雁塔路南段99号
  • 邮编:710054
  • 邮箱:ctad@vip.163.com
  • 电话:029-85522163
  • 国际标准刊号:ISSN:1673-629X
  • 国内统一刊号:ISSN:61-1450/TP
  • 邮发代号:52-127
  • 获奖情况:
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  • 国内外数据库收录:
  • 中国中国科技核心期刊
  • 被引量:21263