DocumentCode
427013
Title
Optical flow back-projection for genuine motion vector estimation
Author
Chieh-Ling Huang ; Chen, E-Liang ; Chung, Pau-Choo ; Choo, Yuh-Ren
Author_Institution
Dept. of Electr. Eng., Nat. Cheng Kung Univ., Tainan
Volume
1
fYear
2004
fDate
27-30 June 2004
Firstpage
523
Abstract
Motion vector plays one significant feature in MPEG-4 video object segmentation. However, the motion vector in this application is required to represent the actual motion displacement, rather than regions of visually significant similarity. Optical flow back-projection (OFB), which back-projects optical flows in a cluster to restore the region´s motion vector from gradient-based optical flows, is proposed to obtain genuine motion displacement. The back-projection is performed based on minimizing the projection mean square errors of the motion vector on gradient directions. As optical flows of various magnitudes and directions provide various degrees of reliability in the genuine motion restoration, the optical flows to be used in the OFB are selected based on high gradient. With this approach, the interference by similar blocks, which frequently results in irrational motion displacement in the traditional block matching approach, can be avoided and more reliable motion vectors can be obtained
Keywords
gradient methods; image sequences; least mean squares methods; minimisation; motion estimation; video coding; MMSE; MPEG-4 video object segmentation; gradient-based optical flows; minimum mean square error; motion displacement; motion vector estimation; optical flow back-projection; projection mean square error minimization; Image motion analysis; Image restoration; Image segmentation; Image sequences; Layout; Mean square error methods; Motion estimation; Optical noise; Optical sensors; Pixel;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
Conference_Location
Taipei
Print_ISBN
0-7803-8603-5
Type
conf
DOI
10.1109/ICME.2004.1394244
Filename
1394244
Link To Document