This paper proposes a new framework to automatically generate visual object database meanwhile efficiently learn the object’s model. The system is of important need for the problems of object detection and recognition. Our main idea is to acquire the huge amount of video data actively, and seeks out opportunities to autonomously exploit information from object samples. We employ autonomous lear...