Let us consider a stereo rig composed by two pinhole cameras (Fig. 2). Let and be the optical centres of the two cameras. A 3D point is projected onto both image planes, to points and , which constitute a conjugate pair. Given a point in the left image plane, its conjugate point in the right image is constrained to lie on a line called the epipolar line (of ). This line is the projection through of the optical ray of ; indeed may be the projection of an arbitrary point on its optical ray.
Furthermore one should observe that all the epipolar lines in one image plane pass through a common point called the epipole, which is the projection of the conjugate optical centre:
The parametric equation of the epipolar line of writes:
In image coordinates it becomes:
where and is the projection operator extracting the ith component from a vector.
When is in the focal plane of the right camera, the right epipole is at infinity, and the epipolar lines form a bundle of parallel lines in the right image. Analytically, the direction of each epipolar line can be obtained by taking the derivative of the parametric equations (13,14) with respect to :
Note that the denominator is the same in both components, hence it does not affect the direction of the vector. The epipole is rejected to infinity when . In this case, the direction of the epipolar lines in the right image doesn't depend on any more and all the epipolar lines becomes parallel to vector .
A very special case is when both epipoles are at infinity, that happens when the line containing and (the baseline) is contained in both focal planes, or the retinal planes are parallel to the baseline. Epipolar lines form a bundle of parallel lines in both images.
Any pair of images can be transformed so that epipolar lines are parallel and horizontal in each image as in Fig. 3. This procedure is called rectification.