Fitting an ellipse:
i = Import["http://i.stack.imgur.com/W7HJk.jpg"];
lineByCenter[center_, semi_, angle_] := Rotate[Line[{#1 - #2, #1 + #2}], angle, #1]&
[center,{0,semi}]
sa = 1 /. ComponentMeasurements[ Binarize@i, "SemiAxes"]
angle = 1 /. ComponentMeasurements[ Binarize@i, "Orientation"]
bbc = Mean /@ Last /@ ComponentMeasurements[ Binarize@i, "BoundingBox"] // First
Show[i, Graphics[{Thick, White, Rotate[Circle[bbc, sa], angle, bbc],
Blue, lineByCenter[bbc, sa[[1]], angle + Pi/2],
Green, lineByCenter[bbc, sa[[2]], angle]}]]

edit
In your previous and now closed question you asked for a yellow "cup" and a red "disk".The problem is that the "cup" barely resembles a same-center ellipse, so you need to define some additional criteria.Look:
i = Import["http://i.stack.imgur.com/W7HJk.jpg"];
s = ChanVeseBinarize[i, "TargetColor" -> {Yellow, Red}];
ImageMultiply[i, ColorNegate@s]

edit2
After some googling I got convinced that the "cup" isn't really constrained to be a co-centered ellipse and the relevant parameters for the diagnosis/prognosis aren't just size measurements, but also the relative position of both components:
