Carmen,
I would say you need to begin in ArcMap. There is a clip tool in Arctoolbox, under Data Management Tools, Raster, Raster Processing that I would use to clip the raster to a shapefile that covers only the extent of the actual image. Do this for all of your rasters that have the white collar before you worry about creating a cache again.