Photometric stereo with non-parametric and spatially-varying reflectance
Photometric stereo with non-parametric and spatially-varying reflectance
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DOI:
10.1109/cvpr.2008.4587656
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发表时间:
2008-06
期刊:
影响因子:
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通讯作者:
N. Alldrin;Todd E. Zickler;D. Kriegman
中科院分区:
文献类型:
--
作者:
N. Alldrin;Todd E. Zickler;D. Kriegman
We present a method for simultaneously recovering shape and spatially varying reflectance of a surface from photometric stereo images. The distinguishing feature of our approach is its generality; it does not rely on a specific parametric reflectance model and is therefore purely ldquodata-drivenrdquo. This is achieved by employing novel bi-variate approximations of isotropic reflectance functions. By combining this new approximation with recent developments in photometric stereo, we are able to simultaneously estimate an independent surface normal at each point, a global set of non-parametric ldquobasis materialrdquo BRDFs, and per-point material weights. Our experimental results validate the approach and demonstrate the utility of bi-variate reflectance functions for general non-parametric appearance capture.