Camera sensor
focal length $ f_{x}, f_{y}$
Focal length is the distance from the lens’s optical center (or principal point) to the image sensor when the subject is in focus. in true pinhole camera \(f_{x} = f_{y}\)
$ f_{x} = \frac{\frac{W}{2}}{tan(\frac{hfov}{2})} $
$ f_{y} = \frac{\frac{H}{2}}{tan(\frac{vfov}{2})} $
Principal Point $ c_{x}, c_{y}$
pixel location where the optical axis hits the sensor. Often close to the image center, but not necessarily exactly , \(\frac{W}{2}, \frac{H}{2}\)
Intrinsic
Camera internal parameters
Minimal
$ k=\begin{bmatrix} f & 0 & c_{x} \ 0 & f & c_{y} \ 0 & 0 & 1 \ \end{bmatrix} $
General
$ k=\begin{bmatrix} f_{x} & s & c_{x} \ 0 & f_{y} & c_{y} \ 0 & 0 & 1 \ \end{bmatrix} $
FOV (Field Of View)
The angular extent of the scene captured by the lens