Fukang Zhao

Object-level Semantic and Spatial Distillation for Open Vocabulary Detection

Recent Open-vocabulary Object Detection (OVD) approaches adapt CLIP through region-level distillation to improve semantic alignment for novel categories. However, the distilled regional features are often used for both classification and localization, enhancing semantic consistency at the expense of…