Video interpolation using optical flow and Laplacian smoothness

被引:4
作者
Li, Wenbin [1 ,2 ]
Cosker, Darren [2 ]
机构
[1] UCL, Dept Comp Sci, London WC1E 6BT, England
[2] Univ Bath, Ctr Anal Mot Entertainment Res & Applicat CAMERA, Bath BA2 7AY, Avon, England
基金
英国工程与自然科学研究理事会;
关键词
Optical flow; Non-rigid deformation; Video interpolation; Laplacian smoothness;
D O I
10.1016/j.neucom.2016.04.064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Non-rigid video interpolation is a common computer vision task. In this paper we present an optical flow approach which adopts a Laplacian Cotangent Mesh constraint to enhance the local smoothness. Similar to Li et al., our approach adopts a mesh to the image with a resolution up to one vertex per pixel and uses angle constraints to ensure sensible local deformations between image pairs. The Laplacian Mesh constraints are expressed wholly inside the optical flow optimization, and can be applied in a straightforward manner to a wide range of image tracking and registration problems. We evaluate our approach by testing on several benchmark datasets, including the Middlebury and Garg et al. datasets. In addition, we show application of our method for constructing 3D Morphable Facial Models from dynamic 3D data.
引用
收藏
页码:236 / 243
页数:8
相关论文
共 37 条
[1]  
[Anonymous], OPT EXPRESS
[2]  
[Anonymous], 2012, ACCV12 P 11 AS C C 3
[3]  
[Anonymous], 2011, ACM T GRAPHIC, DOI DOI 10.1145/2010324.1964965
[4]  
[Anonymous], 2006, 2006 IEEE COMP SOC C
[5]  
[Anonymous], ACM SIGGRAPH 2010 PA
[6]  
[Anonymous], AS C COMP VIS ACCV 1
[7]  
[Anonymous], 2013, THESIS
[8]   A Database and Evaluation Methodology for Optical Flow [J].
Baker, Simon ;
Scharstein, Daniel ;
Lewis, J. P. ;
Roth, Stefan ;
Black, Michael J. ;
Szeliski, Richard .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2011, 92 (01) :1-31
[9]   High-Quality Passive Facial Performance Capture using Anchor Frames [J].
Beeler, Thabo ;
Hahn, Fabian ;
Bradley, Derek ;
Bickel, Bernd ;
Beardsley, Paul ;
Gotsman, Craig ;
Sumner, Robert W. ;
Gross, Markus .
ACM TRANSACTIONS ON GRAPHICS, 2011, 30 (04)
[10]   A morphable model for the synthesis of 3D faces [J].
Blanz, V ;
Vetter, T .
SIGGRAPH 99 CONFERENCE PROCEEDINGS, 1999, :187-194