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.
On the Existence of Epipolar Matrices
Sameer Agarwal,Hon-leung Lee,B. Sturmfels,Rekha R. Thomas
Published 2015 in International Journal of Computer Vision
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- Publication year
2015
- Venue
International Journal of Computer Vision
- Publication date
2015-10-06
- Fields of study
Mathematics, Computer Science
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