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Deep regularization networks for inverse problems with noisy operators

math.NA · 2025-06-08 · conditional · novelty 5.0

A two-step trained neural network predicts regularization parameters for noisy-operator inverse scattering, yielding faster linear sampling method reconstructions with contrast at or above manually tuned Morozov regularization in synthetic tests.

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  • Deep regularization networks for inverse problems with noisy operators math.NA · 2025-06-08 · conditional · none · ref 2

    A two-step trained neural network predicts regularization parameters for noisy-operator inverse scattering, yielding faster linear sampling method reconstructions with contrast at or above manually tuned Morozov regularization in synthetic tests.