r - Comparing point pattern and raster data?

I have a simulated data set showing distribution of a certain habitat type as a point pattern.

Then I have a empirical data set but there the format is raster.

The two datasets are covering the same area.

How can I compare these two data sets?

I want to know if the simulated data is a good representation of the empirical one.

I use R for the analyses.