Careful selection and preparation of Landsat TM and MODIS scenes was required. To predict all six reflective Landsat TM bands, reflectance products with 500 m spatial resolution could only be used as all corresponding MODIS bands with Landsat TM-like wavelength were not available at the 250 m spatial-resolution.