Junbeom Hong

Cost-efficient Active Learning for Referring Image Segmentation and Grounding

This work formulates active learning for VG under the realistic setting where only raw images are available without accompanying text, and introduces Referred Region Ambiguity, a new acquisition function that measures whether the model's confidence collapses onto a single region or disperses across multiple candidates.