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Deformable Surface 3D Reconstruction from Monocular Images (Paperback)
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Deformable Surface 3D Reconstruction from Monocular Images (Paperback)
Series: Synthesis Lectures on Computer Vision
Expected to ship within 10 - 15 working days
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Being able to recover the shape of 3D deformable surfaces from a
single video stream would make it possible to field reconstruction
systems that run on widely available hardware without requiring
specialized devices. However, because many different 3D shapes can
have virtually the same projection, such monocular shape recovery
is inherently ambiguous. In this survey, we will review the two
main classes of techniques that have proved most effective so far:
The template-based methods that rely on establishing
correspondences with a reference image in which the shape is
already known, and non-rigid structure-from-motion techniques that
exploit points tracked across the sequences to reconstruct a
completely unknown shape. In both cases, we will formalize the
approach, discuss its inherent ambiguities, and present the
practical solutions that have been proposed to resolve them. To
conclude, we will suggest directions for future research. Table of
Contents: Introduction / Early Approaches to Non-Rigid
Reconstruction / Formalizing Template-Based Reconstruction /
Performing Template-Based Reconstruction / Formalizing Non-Rigid
Structure from Motion / Performing Non-Rigid Structure from Motion
/ Future Directions
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