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Digital media consumption relies heavily on visual fidelity. Older video formats or heavily censored content often utilize pixelated overlays (mosaics) to obscure data or protect privacy. However, in scenarios involving digital restoration, archival retrieval, and video upscaling, reversing or minimizing these visual barriers is a major engineering goal.