Scene Flow Estimation Through 3D Analysis of Multi-Focus Images

被引:0
作者
Fujii, Hiroyoshi [1 ,2 ]
Kodama, Kazuya [2 ]
Hamamoto, Takayuki [1 ]
机构
[1] Tokyo Univ Sci, Grad Sch Engn, Katsushika Ku, Niijuku 6-3-1, Tokyo 1258585, Japan
[2] Res Org Informat & Syst, Natl Inst Informat, Chiyoda Ku, Hitotsubashi 2-1-2, Tokyo 1018430, Japan
来源
2016 30TH ANNIVERSARY OF VISUAL COMMUNICATION AND IMAGE PROCESSING (VCIP) | 2016年
关键词
scene flow; motion estimation; multi-focus; multi-view; blur;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
If scene flow expressed in three-dimensional (3D) vector fields is robustly estimated from multi-view or multi-focus images, we can develop advanced 3D motion tracking and motion compensation for 3D video compression. In this study, based on a synthesis of multi-focus images from multi-view images, we propose a novel method for analyzing 3D scene flow accurately at low computational cost as an extension of 2D optical flow estimation. Our method directly estimates 3D scene flow in multi focus images arranged in a direction orthogonal to them by an extended pyramidal Lucas-Kanade method for 3D. Experimental results show that scene flow estimation is achieved efficiently when using our proposed method. In addition, our method can be easily implemented on a graphics processing unit for real-time applications.
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收藏
页数:4
相关论文
共 12 条
[1]  
[Anonymous], CAN C COMP ROB VIS C
[2]  
[Anonymous], P INT WORKSH ADV IM
[3]  
[Anonymous], 1999, INTEL CORPORATION MI
[4]   Three-Dimensional Depth Map Motion Estimation and Compensation for 3D Video Compression [J].
Fan, Yu-Cheng ;
Wu, Shu-Fen ;
Lin, Bing-Lian .
IEEE TRANSACTIONS ON MAGNETICS, 2011, 47 (03) :691-695
[5]  
Huguet F., 2007, IEEE INT C COMPUTER, P1
[6]   Efficient Reconstruction of All-in-Focus Images Through Shifted Pinholes from Multi-Focus Images for Dense Light Field Synthesis and Rendering [J].
Kodama, Kazuya ;
Kubota, Akira .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (11) :4407-4421
[7]   Multiview imaging and 3DTV - Special issue overview and introduction [J].
Kubota, Akira ;
Smolic, Aljoscha ;
Magnor, Marcus ;
Tanirnoto, Masayuki ;
Chen, Tsuhan ;
Zhang, Cha .
IEEE SIGNAL PROCESSING MAGAZINE, 2007, 24 (06) :10-21
[8]  
Lucas Bruce D., ITERATIVE IMAGE REGI, P674
[9]  
Sakamoto T., 2012, 2012 Visual Communications and Image Processing, P1, DOI [10.1109/VCIP.2012.6410759, DOI 10.1109/VCIP.2012.6410759, DOI 10.1109/DEVLRN.2012.6400824]
[10]  
Scharstein D, 2003, PROC CVPR IEEE, P195