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Submitted: 15 February 2026 You are already at the latest version To address staining variability in digital pathology, we formulate normalization as a variational inverse problem balancing structural fidelity and chromatic alignment. We propose Screened Poisson Normalization (SPN), a convex model in CIE L∗a∗b∗ space governed by the modified Helmholtz equation.
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