On the Existence of Epipolar Matrices

Sameer Agarwal,Hon-leung Lee,B. Sturmfels,Rekha R. Thomas

Published 2015 in International Journal of Computer Vision

ABSTRACT

This paper considers the foundational question of the existence of a fundamental (resp. essential) matrix given m point correspondences in two views. We present a complete answer for the existence of fundamental matrices for any value of m. We disprove the widely held beliefs that fundamental matrices always exist whenever $$m \le 7$$m≤7. At the same time, we prove that they exist unconditionally when $$m \le 5$$m≤5. Under a mild genericity condition, we show that an essential matrix always exists when $$m \le 4$$m≤4. We also characterize the six and seven point configurations in two views for which all matrices satisfying the epipolar constraint have rank at most one.

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