JPEG is similar actually. The DCT is invertible, but the result of the DCT is quantized, which is where some of the compression happens (DCT -> quantization -> IDCT), so the end to end process is not truly invertible. Maybe an analogy to the non-linearities in between the linear steps in deep learning
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