In this paper, we introduce a special line parameterization, namely Un
iform Line Parameterization, under which arbitrary noise in image spac
e will be transformed by the Hough transform into uniform noise in par
ameter space. Such a line parameterization will greatly simplify the p
eak detection problem in parameter space, hence increase the reliabili
ty of the Hough transform when it is used for straight line detection.