TY - GEN
T1 - Intelligent Tracking Teaching System based on monocular active vision
AU - Wang, Rui
AU - Mei, Lei
PY - 2013
Y1 - 2013
N2 - 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).
AB - 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).
KW - Expectation Maximization
KW - intelligent teaching tracking system (ITTS)
KW - monocular active vision
KW - real-time tracking
KW - time-varying illumination variation
UR - https://www.scopus.com/pages/publications/84894490583
U2 - 10.1109/IST.2013.6729736
DO - 10.1109/IST.2013.6729736
M3 - 会议稿件
AN - SCOPUS:84894490583
SN - 9781467357906
T3 - IST 2013 - 2013 IEEE International Conference on Imaging Systems and Techniques, Proceedings
SP - 431
EP - 436
BT - IST 2013 - 2013 IEEE International Conference on Imaging Systems and Techniques, Proceedings
T2 - 2013 IEEE International Conference on Imaging Systems and Techniques, IST 2013
Y2 - 22 October 2013 through 23 October 2013
ER -