YOLOOC: A YOLO-based Open-Class Incremental Object Detector with Novel Class Discovery

The core message of this paper is to propose a new YOLO-based open-class incremental object detection framework, YOLOOC, that can effectively discover novel classes during inference while maintaining the performance on previously known classes.