  We study theoretical and computational aspects of the least squares fit (LSF)
of circles and circular arcs. First we discuss the existence and uniqueness of
LSF and various parametrization schemes. Then we evaluate several popular
circle fitting algorithms and propose a new one that surpasses the existing
methods in reliability. We also discuss and compare direct (algebraic) circle
fits.
