I think you should do spatial downscaling before you validate it. Bring them both to the same resolution. There are various methods of spatial downscaling (Support Vector Machine, Random Forest, Cubist, etc).
You can do this in ArcGIS if you have limited timeframes or size using different likelihood methods. However, it may be easier for you in case you do in Google Earth Engine. Here are links which may help you: