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複数視点幾何学arXiv:2002.09003

コンピュータビジョンにおける完備自己準同型写像

Complete Endomorphisms in Computer Vision

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複数視点幾何学において、退化状況を含む任意の視点間の対応を扱えるよう、正則変換の等変コンパクト化による双線形写像の完備化を導入した数学的枠組みを提案する論文。

著者: Javier Finat, Francisco Delgado-del-Hoyo

分類: cs.CV, cs.RO

原文アブストラクト

Correspondences between k-tuples of points are key in multiple view geometry and motion analysis. Regular transformations are posed by homographies between two projective planes that serves as structural models for images. Such transformations can not include degenerate situations. Fundamental or essential matrices expand homographies with structural information by using degenerate bilinear maps. The projectivization of the endomorphisms of a three-dimensional vector space includes all of them. Hence, they are able to explain a wider range of eventually degenerate transformations between arbitrary pairs of views. To include these degenerate situations, this paper introduces a completion of bilinear maps between spaces given by an equivariant compactification of regular transformations. This completion is extensible to the varieties of fundamental and essential matrices, where most methods based on regular transformations fail. The construction of complete endomorphisms manages degenerate projection maps using a simultaneous action on source and target spaces. In such way, this mathematical construction provides a robust framework to relate corresponding views in multiple view geometry.

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