numeric

This module provides math and linear algebra utils that relies on [Eigen] library. Eigen is a C++ template library for linear algebra.

Basic idea is to provide to openMVG :

  • a high level memory container for matrices and vectors,
  • an easy matrices and vectors manipulation,
  • a collection of numeric solvers and related algorithms.

Vector, Matrix containers

OpenMVG redefines some Eigen basis type (points, vectors, matrices) for code consitency and clarity:

  • Vec2 a single 2d point stored as a column matrix (x,y),
  • Vec3 a single 3d point stored as a column matrix (x,y,z),
  • Vec2f, Vec3f float version.

  • Vec a vector of value (double precision),
  • Vecf a vector of floating point value,

  • Mat the generic matrix container,
  • Mat2X a collection of 2d points stored by column,
  • Mat3X a collection of 3d points stored as column.

Note: Default memory alignment is column major.

// Create a set of 2D points store as column
Mat2X A(2, 5);
A << 1, 2, 3, 4, 5,
     6, 7, 8, 9, 10;
A.col(); // return a column vector : (1,6)^T
A.row(); // return a row vector : (1,2,3,4,5)

Linear algebra

  • SVD/QR/LU decomposition.