Global motion estimation from coarsely sampled motion vector field and the applications

被引:110
作者
Su, YB [1 ]
Sun, MT [1 ]
Hsu, V [1 ]
机构
[1] Univ Washington, Dept Elect Engn, Seattle, WA 98195 USA
关键词
error concealment; global motion estimation (GME); motion vector field; transcoding; video coding;
D O I
10.1109/TCSVT.2004.841656
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
Global, motion estimation is a powerful tool widely used in video Processing and compression as well as in computer vision areas. In this paper, we propose a new approach for estimating global motions from coarsely sampled motion vector fields. The proposed method minimizes the fitting error between the input motion vectors and the motion vectors generated from the estimated motion model using the Newton-Raphson method with outlier rejections. Applications of the proposed method in video coding include fast global motion estimation for MPEG-4 Advanced Simple Profile coding, MPEG-2 to MPEG-4 ASP transcoding, and error concealments. Simulation results and analyses are provided for the proposed method and the applications, which show the effectiveness of the method in terms of accuracy, robustness, and speed.
引用
收藏
页码:232 / 242
页数:11
相关论文
共 13 条
[1]  
[Anonymous], IMAGE COMMUN
[2]   Efficient, robust, and fast global motion estimation for video coding [J].
Dufaux, F ;
Konrad, J .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (03) :497-501
[3]   Global motion estimation in image sequences using robust motion vector field segmentation [J].
Heuer, J ;
Kaup, A .
ACM MULTIMEDIA 99, PROCEEDINGS, 1999, :261-264
[4]  
*ISO IEC, 2001, JSOIECJTC1SC29WG11 I
[5]   Two-stage motion compensation using adaptive global MC and local affine MC [J].
Jozawa, H ;
Kamikura, K ;
Sagata, A ;
Kotera, H ;
Watanabe, H .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1997, 7 (01) :75-85
[6]  
Press W., 1993, Numerical recipes, V2nd
[7]  
RICHTER H, 2001, P PICT COD S SEOUL K, P401
[8]  
SMOLIC A, 2000, P ICIP2000 IEEE INT
[9]   Estimating motion in image sequences - A tutorial on modeling and computation of 2D motion [J].
Stiller, C ;
Konrad, J .
IEEE SIGNAL PROCESSING MAGAZINE, 1999, 16 (04) :70-91
[10]  
TEKALP AM, 1996, DIGITAL VIDEO PROCES