Title :
Intelligent Tracking Teaching System based on monocular active vision
Author :
Rui Wang ; Lei Mei
Author_Institution :
Sch. of Instrum. Sci. & Opto-Electron. Eng., Beihang Univ., Beijing, China
Abstract :
Teacher detection and tracking is the most important and fundamental functionality in the implementation of the Intelligent Tracking Teaching System (ITTS). In order to track teacher´s movement in real-time, face tracking in rostrum region is initiated by the normalized size face adaboost detection followed with the Expectation Maximization (EM) algorithm based on HSV color space and prediction of face position. The split line and position-based visual servo were adopted to realize the tracking strategy, which is trying to keep the teacher in the middle of image by controlling pan/tilt/zoom monocular camera in either rostrum region or classroom region. Furthermore, the student camera will adaptive pan/tilt during the interaction process between teacher and students, and a real-time display on the GUI window is given. The experiment results demonstrated fast and extremely smooth pursuit for teacher´s motion despite time-varying variation in illumination, with sustained robustness to the change of pose (e.g., from frontal face to nearly back of head).
Keywords :
active vision; cameras; expectation-maximisation algorithm; face recognition; graphical user interfaces; image colour analysis; image motion analysis; intelligent tutoring systems; learning (artificial intelligence); object detection; object tracking; teaching; GUI window; HSV color space; ITTS; classroom region; expectation maximization algorithm; face position prediction; face tracking; intelligent tracking teaching system; monocular active vision; normalized size face adaboost detection; pan-tilt-zoom monocular camera control; position-based visual servo; real-time display; rostrum region; student camera; teacher detection; teacher movement tracking; time-varying illumination variation; Cameras; Education; Face; Image color analysis; Lighting; Real-time systems; Tracking; Expectation Maximization; intelligent teaching tracking system (ITTS); monocular active vision; real-time tracking; time-varying illumination variation;
Conference_Titel :
Imaging Systems and Techniques (IST), 2013 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-5790-6
DOI :
10.1109/IST.2013.6729736