If your hash is smaller than the (compressed) image itself, then you have information-theoretical loss; there is no possible way to reverse the operation. And t

If your hash is smaller than the (compressed) image itself, then you have information-theoretical loss; there is no possible way to reverse the operation. And these hashes are usually much smaller than the original.