How to set permission for exposed filter in Views block
If you expose the filter as a block from within the view (Advanced - exposed form in block) then you could set the permissions on the exposed form block in the block system to Admin role users. Alternatively I can only think that you might need to use hook_form_alter to amend the permissions on that form if you want everyone others to see the view but not the exposed form.