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Uncalibrated Near-Light Photometric Stereo

机译:未校准的近光测光立体声

摘要

In this work we solve the uncalibrated photometric stereo problem with lights placed near the scene. We investigate different image formation models and find the one that best fits our observations. Although the devised model is more complex than its far-light counterpart, we show that under a global linear ambiguity the reconstruction is possible up to a rotation and scaling, which can be easily fixed. We also propose a solution for reconstructing the normal map, the albedo, the light positions and the light intensities of a scene given only a sequence of near-light images. This is done in an alternating minimization framework which first estimates both the normals and the albedo, and then the light positions and intensities. We validate our method on real world experiments and show that a near-light model leads to a significant improvement in the surface reconstruction compared to the classic distant illumination case.
机译:在这项工作中,我们通过在场景附近放置灯光来解决未校准的光度立体问题。我们研究了不同的图像形成模型,并找到最适合我们观察结果的模型。尽管所设计的模型比其远光模型要复杂得多,但我们表明,在全局线性歧义下,重建是可能的,直到旋转和缩放为止,都可以轻松固定。我们还提出了一种仅给出一系列近光图像即可重建场景的法线图,反照率,光位置和光强度的解决方案。这是在交替的最小化框架中完成的,该框架首先估计法线和反照率,然后评估光的位置和强度。我们在现实世界的实验中验证了我们的方法,并表明与经典的远距离照明案例相比,近光模型可以显着改善表面重建。

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