English

On the Existence of Epipolar Matrices

Computer Vision and Pattern Recognition 2015-10-07 v1 Algebraic Geometry

Abstract

This paper considers the foundational question of the existence of a fundamental (resp. essential) matrix given mm point correspondences in two views. We present a complete answer for the existence of fundamental matrices for any value of mm. Using examples we disprove the widely held beliefs that fundamental matrices always exist whenever m7m \leq 7. At the same time, we prove that they exist unconditionally when m5m \leq 5. Under a mild genericity condition, we show that an essential matrix always exists when m4m \leq 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.

Keywords

Cite

@article{arxiv.1510.01401,
  title  = {On the Existence of Epipolar Matrices},
  author = {Sameer Agarwal and Hon-Leung Lee and Bernd Sturmfels and Rekha R. Thomas},
  journal= {arXiv preprint arXiv:1510.01401},
  year   = {2015}
}

Comments

19 pages, 2 figures; This paper is related to our previous paper arXiv:1407.5367. However, the two papers differ enough in their focus and results that they merit being archived separately