Regarding comparison of algorithms

I want to compare segmentation algorithms based on precision and recall and i want to determine precision and recall for the algorithm. Please help me with the same. Also, Is there any other parameter to compare such algorithms?

[Image Analyst]

Step 1: read this

Hopefully you'll know what to do after that.