Interpreting Line Drawings of Curved Objects

E1017410

"Interpreting Line Drawings of Curved Objects" is a seminal computer vision doctoral thesis by Jitendra Malik that introduced influential methods for understanding 3D shape and surface structure from 2D line drawings.

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Interpreting Line Drawings of Curved Objects canonical 1

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Predicate Object
instanceOf computer vision thesis
doctoral thesis
approach geometric analysis of contours
mathematical modeling of surface projections
use of differential geometry to interpret images
author Jitendra Malik NERFINISHED
contribution analyzed geometric constraints implied by line drawings
formalized interpretation of line drawings of smooth curved surfaces
influenced later work on shape-from-X in computer vision
introduced methods for understanding 3D shape from 2D line drawings
linked image contours to 3D differential geometry of surfaces
provided algorithms for reconstructing surface shape from contours
provided theoretical framework for interpreting occluding contours
describedAs seminal work in computer vision
field computational vision
computer graphics
computer vision
focusesOn curved 3D objects
line drawings as primary input
smooth surfaces
goal recover 3D surface shape from 2D drawings
understand mapping between 3D surfaces and image contours
hasKeyConcept global shape consistency from local cues
local surface orientation from contours
occluding contour geometry
surface curvature constraints
viewpoint-dependent contour formation
influenced computational models of human shape perception
methods for non-photorealistic rendering
research on 3D reconstruction from sparse features
research on perceptual organization in vision
shape analysis in computer graphics
relatedTo computational geometry
perceptual inference of 3D structure
shape-from-shading
shape-from-stereo
shape-from-texture
topic 3D shape reconstruction
contour interpretation
curved object representation
differential geometry in vision
occluding contours
shape from line drawings
shape-from-contour
surface orientation estimation
surface structure inference

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Jitendra Malik doctoralThesis Interpreting Line Drawings of Curved Objects