Zengyu Wang

Surface-Token-Guided Query Refinement for Weakly Supervised RGB Apple Defect Sensing and Visible Surface-Condition Scoring

Low-cost RGB imaging is attractive for postharvest apple grading, yet an image-level defect label does not reveal where damage occurs or how much of the visible surface it affects. This study examines whether folder-labeled images can support defect recognition, weak localization...