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Hardware interpolation artifacts in standard 4-analyzer polarization sensors quietly corrupt polarimetric ground truth, but dense 180-angle temporal sampling slashes AoLP error from $13.36^\circ$ to $2.21^\circ$ to unlock clean RGB-to-polarization synthesis.