Assume minimizes scalar total variation denoising for . The data may be unbounded. For the local flow of , use as two competitors. The total variation under opposite smooth flows and convexity of the total variation seminorm bound the sum of regularizer changes by . Minimality and the opposite-flow fidelity identity for quadratic data, evaluated using the BV jump-product limit with one bounded factor, implyLet . The integrands define finite signed Radon measures, since is bounded and the jump variation of is finite. Arbitrary nonnegative smooth make their densities nonnegative. Testing every coordinate direction removes the factor and proves the stated inequality.
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