Dongqin Liu

Boosting Open-Vocabulary Object Detection Performance via Class-Agnostic Pseudo-Labels and MultiModal Hybrid Knowledge

Open-vocabulary object detection (OVD) is a significant task identifying objects from categories not included in the training set. Our comprehensive analysis reveals two main issues with existing OVD models: poor generalization of localization network to novel categories and poor quality of class em…