4.6 Article

Critical Contours: An Invariant Linking Image Flow with Salient Surface Organization

期刊

SIAM JOURNAL ON IMAGING SCIENCES
卷 11, 期 3, 页码 1849-1877

出版社

SIAM PUBLICATIONS
DOI: 10.1137/17M1145525

关键词

shape perception; 3D shape reconstruction; orientation fields; shape from shading; shape from line drawings; nonphotorealistic rendering; Morse-Smale complex; combinatorial topology

资金

  1. NSF
  2. Paul G. Allen Family Foundation
  3. Simons Foundation

向作者/读者索取更多资源

We exploit a key result from visual psychophysics that individuals perceive shape qualitatively to develop the use of a geometrical/topological invariant (the Morse-Smale complex) relating image structure with surface structure. Differences across individuals are minimal near certain configurations such as ridges and boundaries, and it is these configurations that are often represented in line drawings. In particular, we introduce a method for inferring a qualitative three-dimensional shape from shading patterns that link the shape-from-shading inference with shape-from-contour inference. For a given shape, certain shading patches approach line drawings in a well-defined limit. Under this limit, and invariably with respect to rendering choices, these shading patterns provide a qualitative description of the surface. We further show that, under this model, the contours partition the surface into meaningful parts using the Morse-Smale complex. These critical contours are the (perceptually) stable parts of this complex and are invariant over a wide class of rendering models. Intuitively, our main result shows that critical contours partition smooth surfaces into bumps and valleys, in effect providing a scaffold on the image from which a full surface can be interpolated.

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