Understanding Deep Image Representations by Inverting Them

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understanding representations by training another network

  • s.t. reconstruct image from such a representation
    • which is against the belief that deep representations represents for high level features
    • and thus not invertable
    • but, natural image should contain less high frequency noise, it may be possible to invert in natural image domain
    • natural image prior: min. total variation