Losing the name before the box: measuring and repairing what narrow fine-tuning costs a detector outside its deployment vocabulary

Trung Minh Bui, Jongsul Moon, YoungOuk Kim +2

A detector pretrained on a broad corpus is fine-tuned on a narrow domain, its in-domain accuracy improves, and it ships. We ask what happens meanwhile to its coverage of objects th…