Yuan-Peng He

Dual Uncertainty-Aware Guidance for Test-Time Visual Retrieval Under Distributional Variations.

Visual retrieval systems remain highly vulnerable to test-time distribution shifts caused by corruption, degradation, and environmental changes. Unlike classification, retrieval-time adaptation must preserve ranking consistency in a similarity space, where the dominant failure mode is not only inaccurate prediction con...