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Learn the theory and practice of surface parameterization, distortion control, and curvature analysis. Understand the different types of distortion, distortion measures, and examples of parameterization techniques. Explore the concepts of linearization, distortion types, and distortion measures. Dive into isometric, conformal, and equiareal distortions, computation of stretch factors, and measuring distortion effects. Gain insights into conformal and isometric measures, as well as other distortion measures. Discover piecewise linear parameterization methods and explore intrinsic surface properties such as curvature analysis.
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Siggraph CourseMesh Parameterization: Theory and Practice Differential Geometry Primer
Parameterization • surface • parameter domain • mapping and
Example – Mappings of the Earth • usually, surface properties get distorted orthographic ∼ 500 B.C. stereographic ∼ 150 B.C. Mercator 1569 Lambert 1772 conformal (angle-preserving) equiareal (area-preserving)
Distortion is (almost) Inevitable • Theorema Egregium(C. F. Gauß) “A general surface cannot be parameterized without distortion.” • no distortion = conformal + equiareal = isometric • requires surface to be developable • planes • cones • cylinders
What is Distortion? • parameter point • surface point • small disk around • image of under • shapeof D f(D)
Linearization • Jacobianof • tangent plane at • Taylor expansion of • first order approximationof
Infinitesimal Dis(k)tortion • small disk around • image of under • shapeof • ellipse • semiaxes and • behavior in the limit
Linear Map Surgery • Singular Value Decomposition (SVD) of with rotations and and scale factors (singular values)
Notion of Distortion • isometricor length-preserving • conformalor angle-preserving • equiarealor area-preserving • everything defined pointwise on
Example – Cylindrical Coordinates • ⇒ isometric
Example – Orthographic Projection • with • a⇒ neither conformalnor equiareal
Example – Stereographic Projection • with • ⇒ conformal
Computing the Stretch Factors • first fundamental form • eigenvalues of • singular values of and
Measuring Distortion • local distortion measure • has minimum at • isometric measure • conformal measure • overall distortion
Examples – Conformal Measures • Conformalenergy • MIPS energy [Pinkall & Polthier 1993][Lévy et al. 2002][Desbrun et al. 2002] [Hormann & Greiner 2000]
Examples – Isometric Measures • Green-Lagrange deformation tensor • Combined energy [Maillot et al. 1993] [Degener et al. 2003]
Examples – Other Measures • Dirichlet energy • Stretchenergies ( , , and symmetric stretch) [Pinkall & Polthier 1993] [Eck et al. 1995] [Sander et al. 2001] [Sorkine et al. 2002]
Piecewise Linear Parameterizations • piecewise linear atomic maps • distortion constant per triangle • overall distortion
Beyond Distortion • surface normal • surface area • independent of the particular parameterization • intrinsic surface properties
Curvature • second fundamental form • Gaussian curvature • mean curvature