Some Questions About Semantic Segmentation

I am learning how to make a semantic segmentation net ,but I have a question
I use cross_entropy as loss function, but the standard measures(mIoU AP…) of semantic segmentation how to use?

And if the value of loss function is very small ,no overfitting, it that means I have a good net for semantic segmentation?