Are there well known non-frequency-domain compression techniques (lossy or lossless) that exploit information sparsity? Like the first image could be segmented as in the second image, and only the 4 non-empty rectangles stored. That sort of approach.
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the task is to store a smaller representation, and for that mapping to be interpretable?
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