The second transformation, referred as on Figure 2 binds the camera reference frame to the sensor reference frame (retinal plane). This is a perspective projection (3×4 matrix, referred as ) that transforms a 3D point into an image point (in metric units).
where refers to the focal length of the lens used.
Equation (2) that shows the perspective projection is to be written:
These equations are non-linear ones.
The use of homogenous coordinates makes it possible to write the perspective projection (and the complete pinhole camera model) under a linear form (see equation (2)).