I'm studying the Hough transform which is an algorithm for finding lines in images. In general it is common to use the Polar representation $\left(d = x\cos(\theta) + y\sin(\theta)\right)$ of the line, due to the problems caused by the vertical lines in the cartesian representation ($Y = aX + b$, vertical lines have a tending to infinity).
But when implementing this algorithm I figured out that the horizontal lines cause problems to Polar form due to $\sin(0)\to\infty$. So, how to represent a horizontal line in a polar form using this equation: $$Y = \frac{d - X\cos(\theta)}{\sin(\theta)}?$$
Thanks.
I don’t really see a problem here.
Calling your equation a “polar representation” of the line is something of a misnomer, I think, and might be causing some confusion. You’re still working in Cartesian, not polar, coordinates. Your equation is just the general equation $ax+by=d$ of a line in the plane with the coefficients normalized so that $a^2+b^2=1$. (This makes the normal vector $(a,b)$ a unit vector.) It looks like the parameter $\theta$ measures the angle that the line makes with the $x$-axis, with positive angles measured clockwise, which is a somewhat unconventional choice, but likely makes sense in context.
The Cartesian equation of a horizontal line is simply $y=d$, and this is entirely compatible with your representation: just set $\theta=\pi/2$.