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Overview of the Scale-Arbitrary Invertible ImageDownscaling Network (AIDN). Given an HR image to be distributed and the required arbitrary scale factor s, the embedding network can downscale the HR image to an LR image, and meanwhile, the restoration network can restore the original HR image solely from the LR counterpart, whenever users want to explore the details of the original version. The CRM denotes our proposed conditional resampling module to resample feature maps with arbitrary scale factors. The JPEG simulator is an extension module to AIDN, making it robust to JPEG compression.
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