The Progress of the research of evaluating image segmentation algorithms is discussed in this paper.First

three basic theoretical frameworks

which form the important research contents of evaluation are reviewed and classified as follows: Image metrics

Testing image set

Performance evaluation and analysis of experiments.Then

the evaluation methods of image segmentation are summarized: Statistical approaches

Analytical approaches

AI based evaluation

Hybrid approaches.Finally

The comprehensive evaluation model

a new idea and way to comprehensive evaluating of image segmentation is discussed.