O'Shea James P, Agrawala Maneesh, Banks Martin S
Vision Science Program, University of California, Berkeley, CA, USA.
J Vis. 2010 Oct 18;10(12):21. doi: 10.1167/10.12.21.
Three scene properties determine the luminances in the image of a shaded object: the material reflectance, the illuminant position, and the object's shape. Because all three properties determine the image, one cannot solve for any one property without knowing the other two. Nevertheless, people perceive consistent 3D shape and consistent lighting in shaded images; they must therefore be making assumptions about the unknown properties. We conducted two psychophysical experiments to determine how viewers use shape information to estimate the lighting direction from shaded images. In the first experiment, we confirmed that observers use 3D shape information when estimating lighting direction. In the second experiment, we investigated how different shape cues affect lighting direction estimates. Observers can accurately determine lighting direction when a host of shape cues specify the objects. When shading is the only cue, observers always set lighting direction to be from above. We modeled the results in a Bayesian framework that included a prior distribution describing the assumed lighting direction. The estimated prior was slightly counterclockwise from above at a ∼30° slant. Our model showed that an assumption of convexity provides an accurate estimate of lighting direction when the shape is globally, but not locally, consistent with convexity.
材质反射率、光源位置和物体形状。由于这三个属性共同决定图像,因此在不知道其他两个属性的情况下,无法求解任何一个属性。然而,人们在阴影图像中能感知到一致的三维形状和一致的光照;因此他们必定对未知属性做出了假设。我们进行了两项心理物理学实验,以确定观察者如何利用形状信息从阴影图像中估计光照方向。在第一个实验中,我们证实了观察者在估计光照方向时会使用三维形状信息。在第二个实验中,我们研究了不同的形状线索如何影响光照方向估计。当大量形状线索明确物体时,观察者能够准确地确定光照方向。当阴影是唯一的线索时,观察者总是将光照方向设定为来自上方。我们在一个贝叶斯框架中对结果进行建模,该框架包括一个描述假定光照方向的先验分布。估计的先验分布是从上方逆时针约30°倾斜。我们的模型表明,当形状在全局而非局部与凸性一致时,凸性假设能提供准确的光照方向估计。