There's a really good paper from 2011 which does quite a good job in image segmentation with very noisy background[1]. Their algorithm is biologically motivated and analyses contrast changes in different parts of the image as this is exactly how we separate interesting parts in images from uninteresting parts.

[1] http://vecg.cs.ucl.ac.uk/Projects/SmartGeometry/contrast_sal...