2019
CVPR
CVPR 2019
Coordinate-Free Carlsson-Weinshall Duality and Relative Multi-View Geometry
Abstract
We present a coordinate-free description of Carlsson-Weinshall duality between scene points and camera pinholes and use it to derive a new characterization of primal/dual multi-view geometry. In the case of three views, a particular set of reduced trilinearities provide a novel parameterization of camera geometry that, unlike existing ones, is subject only to very simple internal constraints. These trilinearities lead to new "quasi-linear" algorithms for primal and dual structure from motion. We include some preliminary experiments with real and synthetic data.
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Interdisciplinary Bridge
— Computer Science and Computer Vision and Mathematics & Optimization
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Keyword Pioneer
— trilinear constraint
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Hot Topic Early Bird
— multi-view geometry
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Security & Privacy, Speech & Audio