3-D MOTION ESTIMATION OF HUMAN HEAD FOR MODEL-BASED IMAGE-CODING

Citation
T. Fukuhara et T. Murakami, 3-D MOTION ESTIMATION OF HUMAN HEAD FOR MODEL-BASED IMAGE-CODING, IEE proceedings. Part I. Communications, speech and vision, 140(1), 1993, pp. 26-35
Citations number
15
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
09563776
Volume
140
Issue
1
Year of publication
1993
Pages
26 - 35
Database
ISI
SICI code
0956-3776(1993)140:1<26:3MEOHH>2.0.ZU;2-A
Abstract
Model-based image coding applied to interpersonal communication achiev es very low bit-rate image transmission. To accomplish it, accurate th ree-dimensional (3-D) motion estimation of a speaker is necessary. A n ew method of 3-D motion estimation is presented, consisting of two ste ps. In the first, facial contours and feature points of a speaker are extracted using filtering and Snake algorithms. Five feature points on a speaker's facial image are tracked between consecutive picture fram es, which gives 2-D motion vectors of the feature points. Then, in the second step, the 3-D motion of a speaker's head is estimated using a three-layered neural network model, after training with many possible motion patterns of the human head using an existing 3-D general shape model. Experimental results show that our method not only achieves goo d results but is also more robust than existing methods, even when the motion of an object is rather large or complicated. Accurately estima ted 3-D motion parameters can realise image transmission at a very low bit rate.