Texture assets on your hard drive are probably in a compressed format, like PNG or Jpeg. Once imported into Unity and published to mobile they'll exist in the format [you've chosen][1]. That may or may not be compressed.
[1]: http://docs.unity3d.com/Documentation/Components/class-Texture2D.html
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