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Shading, a View from the Inside

机译:阴影,从内部看

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摘要

Shape from shading arose from artistic practice, and later experimental psychology, but its formal structure has only been established recently by computer vision. Some of its algorithms have led to useful applica-tions. Psychology has reversely borrowed these formalisms in attempts to come to grips with shading as a depth cue. Results have been less than spectacular. The reason might well be that these formalisms are all based on Euclidean geometry and physics (radiometry), which, are the right tools in third person accounts, but have little relevance to first person accounts, and thus are biologically (and consequently psychologi-cally) of minor interest. We propose a formal theory of the shading cue in the first person account, 'a view from the inside'. Such a perspective is also required for autonomous robots in AI. This formalism cannot be based on Euclidean geometry, nor on radiometry, but on the structure of pictorial space, and the structure of brightness space. The formalism, though different in kind, has a simple relation to the computer vision accounts. It has great robustness, is free from calibration issues, and allows purely local shape inferences. It is especially suited to biological (and thus AI) implementation. We consider a number of predictions and confront them with available empirical evidence.
机译:阴影的形状来自艺术实践和后来的实验心理学,但其形式结构直到最近才由计算机视觉确定。它的某些算法导致了有用的应用。心理学反过来借用了这些形式主义,试图将阴影作为深度提示。结果差强人意。原因很可能是这些形式主义都是基于欧几里得几何和物理学(放射线学)的,它们是第三人称账户中的正确工具,但与第一人称账户无关,因此在生物学上(因此在心理上也是如此) )。我们提出了第一人称帐户中阴影提示的形式化理论,即“从内部看”。 AI中的自主机器人也需要这种观点。这种形式主义既不能基于欧几里得几何学,也不能基于放射线学,而只能基于图形空间的结构以及亮度空间的结构。形式主义虽然种类不同,但与计算机视觉帐户具有简单的关系。它具有强大的鲁棒性,没有校准问题,并且仅允许局部形状推断。它特别适合于生物学(因此也适用于AI)实现。我们考虑了许多预测,并以可用的经验证据来对付它们。

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