Foveated Probes Recover Localized Binding Information in Vision Foundation Models

Mateusz Michalkiewicz, Mahsa Baktashmotlagh, Guha Balakrishnan

Frozen vision foundation models are commonly evaluated through a single global image embedding, but this interface can conflate missing information with information lost at readout…