| CPC G06T 1/0057 (2013.01) [G06N 3/045 (2023.01); G06T 3/4046 (2013.01); G06T 9/002 (2013.01); G06T 2201/0083 (2013.01)] | 22 Claims |

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1. A computer-implemented method to perform watermark-based image reconstruction to compensate for lossy encoding schemes, the method comprising:
obtaining, by one or more computing devices, an input image;
generating, by the one or more computing devices, a first output image by compressing and decompressing the input image according to a lossy compression scheme, wherein the first output image comprises a lossy reconstruction of the input image;
determining, by the one or more computing devices, a difference image that describes a difference between the input image and the first output image; and
processing, by the one or more computing devices, the difference image and the input image with a machine-learned message embedding model to generate a second output image as an output of the machine-learned message embedding model, wherein the second output image comprises an embedded message that is based at least in part on the difference image.
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