Jichuan Zhang

Dynamic Object Queries for Transformer-based Incremental Object Detection

Incremental object detection (IOD) aims to sequentially learn new classes, while maintaining the capability to locate and identify old ones. Prior methodologies mainly tackle catastrophic forgetting through knowledge distillation and exemplar replay, ignoring the conflict between limited model capac…