Thanks a lot. That's what I was looking for.
ArcGIS Hub should provide more options to customize the image service Download page. Png, jpg, and tiff files should be downloaded in their original format with spatial reference, but you can only download them like the thumbnail.
If can provide any suggestions or recommendations on raster data sharing and download @hub will be highly appreciated.