“…Specifically, it is important that the structures that are elliptical are indeed detected and the structures that are non-elliptical are not detected as (Antonaros and Petrou, 2001;Belaroussi et al, 2005;Bell et al, 2006;Burrill et al, 1996;Chia et al, 2009;Dijkers et al, 2005;Fernandes, 2009;Feyaerts et al, 2001;Foresti, 2002;Foresti et al, 2005;Fu and Huang, 1995;He et al, 2009;Hua et al, 2007;Hwang et al, 2006;Iles et al, 2007;Ji et al, 1999;Kayikcioglu et al, 2000;Kumar et al, 2009;Kuno et al, 1991;Liu et al, 2007;Lu et al, 2005;Matson et al, 1970;O'Leary et al, 2005;Prasad 2011c;Rosin and West, 1992;Salas et al, 2006;Shen et al, 2009;Shih et al, 2008;Smereka and Glab, 2006;Soetedjo and Yamada, 2005;Sood et al, 2005;Takimoto et al, 2004;Tang et al, 2000;Wang et al, 2006;Wu and Wang, 1993;Yuasa et al, 2004;Zaim et al, 2006;Zhang et al, 2003;Zhou and Shen, 2003;Zhou et al, 2009) ellipses. However, the problem of detecting ellipses in real images is very challenging due to many reasons.…”