Imbalanced binary data and ROSE package

Hello,
I have a data set with a binary response variable that is severely zero inflated. I have looked into methods for handling this and came across the ROSE package in R. Does anyone know if there is an analogous package that is appropriate for use with spatially oriented data?

Thanks!