Most common modern day Image Segmentation techniques

I was doing some reading up on image segmentation techniques and I was wondering about modern day, state-of-the-art segmentation algorithms.

What current segmentation techniques that are a 'must-read', i.e. currently most commonly used in the community? Which techniques did you came in contact with and found most effective and useful (and for which application)?