TY - GEN
T1 - Model-based multi-view face construction and recognition in videos
AU - Wang, Chao
AU - Wang, Yunhong
AU - Zhang, Zhaoxiang
AU - Wang, Yiding
PY - 2012
Y1 - 2012
N2 - Model-based face construction and recognition in videos is a fundamental topic in image processing and video representation, while analysis faces across multiple views is more challenging than that from a fixed view because of the severe non-linearity caused by rotation in depth, self-occlusion, self-shading and illumination. In this paper, a novel method is presented to model and recognize multi-view faces in video sequences. Firstly, we design a multi-view face model to extract the face feature points. Secondly, a hybrid tracking method integrated optical flow with mean shift is proposed to estimate the face posture. Then, by using faces' paths in different view and feature points obtained from models, a multi-view face map is synthesized by reconstruction and stitching the paths together. Finally, recognition experiments are conducted to evaluate the performance of our proposed approach.
AB - Model-based face construction and recognition in videos is a fundamental topic in image processing and video representation, while analysis faces across multiple views is more challenging than that from a fixed view because of the severe non-linearity caused by rotation in depth, self-occlusion, self-shading and illumination. In this paper, a novel method is presented to model and recognize multi-view faces in video sequences. Firstly, we design a multi-view face model to extract the face feature points. Secondly, a hybrid tracking method integrated optical flow with mean shift is proposed to estimate the face posture. Then, by using faces' paths in different view and feature points obtained from models, a multi-view face map is synthesized by reconstruction and stitching the paths together. Finally, recognition experiments are conducted to evaluate the performance of our proposed approach.
KW - Active Appearance Model
KW - Face recognition
KW - Image stitching
KW - Video-based face recognition
UR - https://www.scopus.com/pages/publications/84865010747
U2 - 10.1007/978-3-642-31576-3_37
DO - 10.1007/978-3-642-31576-3_37
M3 - 会议稿件
AN - SCOPUS:84865010747
SN - 9783642315756
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 280
EP - 287
BT - Intelligent Computing Theories and Applications - 8th International Conference, ICIC 2012, Proceedings
T2 - 8th International Conference on Intelligent Computing Theories and Applications, ICIC 2012
Y2 - 25 July 2012 through 29 July 2012
ER -