Physics-Guided Self-Supervised Statistical Residual Learning for Sonar Despeckling with Improved Generalization

Swapna Pillai, Siddharth Singh Savner, Sujit Kumar Sahoo

This letter introduces a physics-informed self-supervised framework for sonar image despeckling that reformulates despeckling as residual consistency in the homomorphic log domain.…