Automatic scalable face model design for 2D model-based video coding

被引:5
作者
Hu, M [1 ]
Worrall, S [1 ]
Sadka, AH [1 ]
Kondoz, AM [1 ]
机构
[1] Univ Surrey, Sch Elect & Phys Sci, Dept Elect Engn, CCSR, Surrey GU2 7XH, England
关键词
face detection; facial feature extraction; scalable face modelling; model-based video coding; scalable compression;
D O I
10.1016/j.image.2004.02.003
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Scalable low bit-rate video coding is vital for the transmission of video signals over wireless channels. A scalable model-based video coding scheme is proposed in this paper to achieve this. This paper mainly addresses automatic scalable face model design. Firstly, a robust and adaptive face segmentation method is proposed, which is based on piecewise skin-colour distributions. 43 million skin pixels from 900 images are used to train the skin-colour model, which can identify skin-colour pixels reliably under different lighting conditions. Next, reliable algorithms are proposed for detecting the eyes, mouth and chin that are used to verify the face candidatures. Then, based on the detected facial features and human face muscular distributions, a heuristic scalable face model is designed to represent the rigid and non-rigid motion of head and facial features. A novel motion estimation algorithm is proposed to estimate the object model motion hierarchically. Experimental results are provided to illustrate the performance of the proposed algorithms for facial feature detection and the accuracy of the designed scalable face model for representing face motion. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:421 / 436
页数:16
相关论文
共 32 条
[1]   STATISTICAL MODEL-BASED CHANGE DETECTION IN MOVING VIDEO [J].
AACH, T ;
KAUP, A ;
MESTER, R .
SIGNAL PROCESSING, 1993, 31 (02) :165-180
[2]   Occlusion-adaptive, content-based mesh design and forward tracking [J].
Altunbasak, Y ;
Tekalp, AM .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (09) :1270-1280
[3]  
[Anonymous], 1987, ROBUST REGRESSION OU
[5]   Face segmentation using skin-color map in videophone applications [J].
Chai, D ;
Ngan, KN .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1999, 9 (04) :551-564
[6]   Region-based template deformation and masking for eye-feature extraction and description [J].
Deng, JY ;
Lai, FP .
PATTERN RECOGNITION, 1997, 30 (03) :403-419
[7]   Model-aided coding: A new approach to incorporate facial animation into motion-compensated video coding [J].
Eisert, P ;
Wiegand, T ;
Girod, B .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2000, 10 (03) :344-358
[8]   Face detection in color images [J].
Hsu, RL ;
Abdel-Mottaleb, M ;
Jain, AK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (05) :696-706
[9]   Model design for scalable two-dimensional model-based video coding [J].
Hu, M ;
Worrall, S ;
Sadka, AH ;
Kondoz, AM .
ELECTRONICS LETTERS, 2002, 38 (24) :1513-1515
[10]  
HU M, 2002, NEW COMPRESSION SCHE