We can use machine learn clustering techniques to do image segmentation, for more details refer to the attached paper.
In consideration of this idea:
What is the best clustering method can be used with noisy images, like US?
Please support your answer with example or reference if possible.
Thanks
http://www.sciencedirect.com/science/article/pii/S1877050915014143