Global motion estimation in image sequences using robust motion vector field segmentation

被引:18
作者
Heuer, J [1 ]
Kaup, A [1 ]
机构
[1] Siemens AG, Corp Technol, D-81730 Munich, Germany
来源
ACM MULTIMEDIA 99, PROCEEDINGS | 1999年
关键词
global motion estimation; video indexing; blockmatching; image segmentation;
D O I
10.1145/319463.319620
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we propose an algorithm for the purpose of video indexing which estimates the global motion caused by camera movement. Since motion estimation isa computationally expensive process, we are using information already computed in block based video encoders such as the displacement vectors of the blocks and the computed SAD values of the blockmatching process. With this approach we could significantly speed up the determination of the parameters of a chosen global motion model. The accuracy of the algorithm is improved further by introducing a reliability measure. To achieve a robust computation with respect to object motion, an effective and straightforward segmentation of this vector field is implemented. Finally, the modeling of the global motion is evaluated using MPEG-7 test data.
引用
收藏
页码:261 / 264
页数:4
相关论文
共 8 条
[1]  
BEAUCHEMIN SS, 1995, ACM COMPUT SURV, V27, P366
[2]  
COLONNESE S, 1997, P SPIE ANN S SAN DIE, V3164
[3]   DIFFERENTIAL METHODS FOR THE IDENTIFICATION OF 2D AND 3D MOTION MODELS IN IMAGE SEQUENCES [J].
DUGELAY, JL ;
SANSON, H .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 1995, 7 (01) :105-127
[4]  
MECH R, 1997, WORKSH IM AN MULT IN
[5]  
MESTER R, 1995, 17 DAGM S
[6]  
REDER M, 1994, THESIS U HANNOVER
[7]  
SIKORA T, 1997, IEEE T CIRCUITS SYST, V7
[8]  
1998, MPEG98N2082