Algebraic Constraint for Preserving Convexity of Planar Homography

Authors:

Gaku Nakano

Abstract:

This paper proposes a new algebraic constraint for the planar homography estimation to ensure transformations between two convex quadrilaterals. The new constraint is derived by utilizing a projective invariance of an ellipse, i.e. an ellipse is projected as an ellipse in other views under a physically plausible homography. The invariance is expressed by a quadratic inequality about a homography matrix, therefore, the quadratic constraint can be incorporated with a direct linear method that can be solved as a generalized eigenvalue problem. We demonstrate by experiments that an M-estimator with the new constraint is stable and robust against image noise and outliers compared to RANSAC family with the standard 4-point DLT method.

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Paper registration July 23 30, 2021
Paper submission July 30, 2021
Supplementary August 8, 2021
Tutorial submission August 15, 2021
Tutorial notification August 31, 2021
Rebuttal period September 16-22, 2021
Paper notification October 1, 2021
Camera ready October 15, 2021
Demo submission July 30 Nov 15, 2021
Demo notification Oct 1 Nov 19, 2021
Tutorial November 30, 2021
Main conference December 1-3, 2021

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