Preserve, Then Resolve: Many-to-Many Association and Robust Estimation with General-Purpose Visual Features

Haodong Jiang, Mingzhe Li, Junfeng Wu

The semantic transferability of general-purpose visual features does not guarantee geometric consistency across images. Using frozen DINOv3 features, we show that geometrically cor…