AI RESEARCH

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

arXiv CS.CV

ArXi:2605.27116v1 Announce Type: new 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 re