WALDO: One-Shot Exemplar-Conditioned Object Detection in Cluttered Scenes
WALDO is presented, a one-shot exemplar- and language-conditioned detection head with 3.4M trainable parameters that reads frozen V-JEPA 2.1 features to jointly predict object localization and target presence, with no gradient on the backbone.