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基于SIFT特征的视频稳像算法 被引量:1

Video Stabilization Algorithm Based on SIFT Feature
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摘要 为将载体上截取的视频进行稳像,介绍了尺度不变特征变换(scale invariant feature transform,SIFT)算法及基于SIFT特征的视频稳像算法。基于电子稳像算法框架采用六参数仿射模型表征图像运动,利用图像的SIFT特征估计图像间的模型参数,通过补偿来消除图像间的运动,完成了视频稳像任务。最后,利用峰值信噪比(peak signal to noise ratio,PSNR)指标评价稳像效果。实验结果表明:该算法能很好地消除图像间的运动,有效提高图像间的PSNR值,完成视频序列的稳像任务。 In order to stabilize the video obtained from cameras on kinds of carriers, this paper introduces the scale invariant feature transform(SIFT) algorithm and video stabilization algorithm based on SIFT features. The motions between images are represented with the model of affine model with six parameters, which is estimated by using the SIFT features of images. Then the images are compensated so that the motions would be counteracted and the goal of stabilizing the video would be achieved. At last, peak signal to noise ratio(PSNR) is imported to evaluate the effect of the algorithm. As the experiments show, algorithm proposed in this paper can counteract the motions among images very well and can improve the values of PSNR effectively. Video stabilization of video sequence is also completed with the algorithm.
出处 《兵工自动化》 2016年第4期45-48,共4页 Ordnance Industry Automation
关键词 视频稳像 SIFT特征 运动估计 video stabilization SIFT feature motion estimation
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参考文献6

  • 1Sachs D, Nasiri S, Goehl D. Image Stabilization Technology Overview[M]. Santa Clara, CA: InvenSense Inc., 2007: 18.
  • 2Chang H C, Lai S H, Lu K R.'A Robust Real-time Video Stabilization Algorithm[J]. Journal of Visual Communication and Image Representation, 2006, 17(3): 659 673.
  • 3陈启立,宋利,余松煜.视频稳像技术综述[J].电视技术,2011,35(7):15-17. 被引量:6
  • 4Morimoto C, Chellappa R. Evaluation of image stabilization algorithms[C]. IEEE lnt'l Conf. Acoustics, Speech and Signal Processing, 1998: 2789-2792.
  • 5David G. Lowe. Object Recognition from Local Scale-invariant Features[C]. International Conference on Computer Vision, Corfu, Greece: Springer US, 1999: 1150-1157.
  • 6David G. Lowe. Distinctive Image Features from Scale-invariant Keypoints[C]. International Conference on Computer Vision, Springer US, 2004: 91-110.

二级参考文献17

  • 1SACHS D, NASIRI S, GOEHL D. Image stabilization technology overview[M]. Santa Clara,CA:InvenSense Inc., 2007 : 18.
  • 2CHANG H C,LAI S H,LU K R. A robust real-time video stabilization algorithm[J]. Journal of Visual Communication and Image Representation, 2006,17 (3) : 659-673.
  • 3BA333ATO S, GALLO G, PUGLISI G, et al. Sift features tracking for video stabilization[EB/OL]. [2010-04-06]. http://citeseerx.ist. psu.edu/viewdoc/download?doi= 10.1.1.144.380d&rep-rep 1 &type=pdf.
  • 4BAT13ATO S, PUGLISI G, BRUNA A R.A robust video stabilization system by adaptive motion vectors filtering[EB/OL]. [2010-04-06].http ://iplab.dmi.unict.il/download/Elenco% 20Pubblicazioni% 20 (PDF)/ International% 20Conferences/IC63% 20IEEE% 20ICME08% 20Block_ Based Video_Stabilization.pdf.
  • 5ZHANG Y, ZHANG W, ZHAO X, et al. Study on electronic image stabilization system based on MEMS Gyro[EB/OL]. [2010-04-06]. http://www.computer.org/portal/web/csdl/doi/10.1109/ICECT.2009. 27.
  • 6L1TVIN A,KONRAD J,KARL W C. Probabilistic video stabilization using Kalman filtering and mosaicing[EB/OL]. [2010-04-06]. http ://eiteseerx.ist.psu.edu/viewdoc/download ?doi= 10.1.1.91.1398& rep=repl &type=pall.
  • 7YAN W, KANKANHALLI M S. Detection and removal of lighting & shaking artifaets in home videos[EB/OL]. [2010-04-06]. http:// eiteseerx.ist.psu.edu/viewdoc/summary?doi= 10.1.1.65.7800.
  • 8LIN C T,HONG C T,YANG C T. Real-time digital image stabilization system using modified proportional integrated controller [J]. IEEE Transactions on Circuits and Systems for Video Technology, 2009,19 ( 3 ) : 427 -431.
  • 9MATSUSHITA Y, OFEK E, TANG X, et al. Full-frame video stabilization[EB/OL]. [2010-04-06]. http://research.microsoft.com/ en-us/people/yasumat/fullframe_cvpr05.pdf.
  • 10CHUNG C Y, CHEN H H. Feature-based full-frame image stabilization[C]//Proc. ISM 2007. Taichung:IEEE Press,2007: 100-106.

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