Unknown Domain Inconsistency Minimization for Domain Generalization: A Comprehensive Study

The author introduces Unknown Domain Inconsistency Minimization (UDIM) as a novel objective to enhance domain generalization by reducing loss landscape inconsistency between source and unknown domains. UDIM outperforms existing methods in various scenarios, showcasing its robustness and effectiveness.