Mian Xiang

MDRAN: a multi-source dual-refining adaptation network for source-free domain adaptation guided by vision-language-model

This work proposes a novel criterion, termed Maximum Refinement Decision score (MRD-score), which replaces softmax with median centering to normalize source models’ predictions along both positive and negative axes, thereby harnessing both affirmative and complementary guidance.