COVD: Continual Open-Vocabulary Object Detection with Novel Concept Injection 事件

COVD: Continual Open-Vocabulary Object Detection with Novel Concept Injection arXiv:2605.27116v1 Announce Type: new Abstract: Open-vocabulary object detection (OVD) has made significant progress, enabling detectors to generalize from seen to unseen categories. However, real-world category spaces continually evolve, and existing OVD models still struggle with newly emerging concepts, while repeated full retraining is prohibitively expensive. To this end, we introduce a new task setting, termed C