Since I posted that question long time ago, I should give a small update. Comparison can be easily done with Google Earth Engine, either by down-sampling the lower resolution map or bringing both maps to the same resolution. Depends on how big is the area of interest, one can create a sample or take all the pixels. The processing power is great, and Google Earth Engine outperforms all other approaches.