Fengli Lu

OWOD-FSL: Open-World Object Detection Via Few-Shot Learning and Dynamic Prototypes

Open-World Object Detection (OWOD) presents a critical challenge for modern computer vision systems: detecting known classes, identifying unknown objects, and incrementally learning to recognize them over time. However, current approaches have two fundamental limitations: (1) the fixed-dimensional c…