2D Video Stabilization for Industrial High-Speed Cameras

被引：1
作者：
Nikolov, Atanas [1 ]
Dimov, Dimo [1 ]
机构：
[1] BAS, Inst Informat & Commun Technol, Sofia 1113, Bulgaria
来源：
CYBERNETICS AND INFORMATION TECHNOLOGIES | 2015年 / 15卷 / 07期
关键词：
Video stabilization; static camera; motion vectors; optical flow; object segmentation;
D O I：
10.1515/cait-2015-0086
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
The current research concerns the problem of video stabilization "in a point", which aims to stabilize all video frames according to one chosen reference frame to produce a new video, as by a static camera. Similar task importance relates providing static background in the video sequence that can be usable for correct measurements in the frames when studying dynamic objects in the video. For this aim we propose an efficient combined approach, called "3x3OF9x9". It fuses our the previous development for fast and rigid 2D video stabilization [2] with the well-known Optical Flow approach, applied by parts via Otsu segmentation, for eliminating the influence of moving objects in the video. The obtained results are compared with those, produced by the commercial software Warp Stabilizer of Adobe-After-Effects CS6.
引用
收藏
页码：23 / 34
页数：12
相关论文
共 13 条
[1]  
Bouguet J. Y., 1992, OPENCV 4 DOCUMENTATI, V22, P363
[2]  
Dimov D., 2014, P 15 INT C COMP SYST, P124
[3]   Video Stabilization Using Epipolar Geometry [J].
Goldstein, Amit ;
Fattal, Raanan .
ACM TRANSACTIONS ON GRAPHICS, 2012, 31 (05)
[4]  
Grundmann M, 2011, PROC CVPR IEEE, P225, DOI 10.1109/CVPR.2011.5995525
[5]   Subspace Video Stabilization [J].
Liu, Feng ;
Gleicher, Michael ;
Wang, Jue ;
Jin, Hailin ;
Agarwala, Aseem .
ACM TRANSACTIONS ON GRAPHICS, 2011, 30 (01)
[6]   Content-Preserving Warps for 3D Video Stabilization [J].
Liu, Feng ;
Gleicher, Michael ;
Jin, Hailin ;
Agarwala, Aseem .
ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (03)
[7]   SteadyFlow: Spatially Smooth Optical Flow for Video Stabilization [J].
Liu, Shuaicheng ;
Yuan, Lu ;
Tan, Ping ;
Sun, Jian .
2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2014, :4209-4216
[8]   Bundled Camera Paths for Video Stabilization [J].
Liu, Shuaicheng ;
Yuan, Lu ;
Tan, Ping ;
Sun, Jian .
ACM TRANSACTIONS ON GRAPHICS, 2013, 32 (04)
[9]  
Lucas B. D., 1981, IJCAI 81, P674, DOI DOI 10.1109/HPDC.2004.1323531
[10]   Full-frame video stabilization with motion inpainting [J].
Matsushita, Y ;
Ofek, E ;
Ge, WN ;
Tang, X ;
Shum, HY .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (07) :1150-1163
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