Direct Shape Recovery from Photometric Stereo with Shadows

被引:6
|
作者
Mecca, Roberto [1 ]
Wetzler, Aaron [1 ]
Kimmel, Ron [1 ]
Bruckstein, Alfred Marcel [1 ]
机构
[1] Technion Israel Inst Technol, Dept Comp Sci, IL-32000 Haifa, Israel
关键词
Photometric Stereo; Partial Differential Equations; Shadows;
D O I
10.1109/3DV.2013.57
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Reconstruction of 3D objects based on images is useful in many applications. One of the methods based on multi-image data is the Photometric Stereo technique relying on several photographs of the observed object from the same point of view, each one taken under a different illumination condition. The common approach is to estimate the gradient field of the surface by minimizing a functional, integrating the distance from the camera and thereby obtaining the geometry of the observed object. We propose an alternative method that consists of a novel differential approach for multi-image Photometric Stereo and permits a direct solution of a novel PDE based model without going through the gradient field while naturally dealing with shadowed regions. The mathematical well-posedness of the problem in terms of numerical stability yields a fast algorithm that efficiently converges, even for pictures of sizes in the order of several megapixels affected by noise.
引用
收藏
页码:382 / 389
页数:8
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