International Journal of Modern Education and Computer Science (IJMECS)
IJMECS Vol. 2, No. 1, 8 Nov. 2010
Cover page and Table of Contents: PDF (size: 383KB)
Detecting and Removing the Motion Blurring from Video Clips
Full Text (PDF, 383KB), PP.17-23
Views: 0 Downloads: 0
Author(s)
Yang shen
1,*
Lizhuang ma
1
Index Terms
Video, Motion deblurring, PSF
Abstract
In this paper, we give a framework to deblur the blurry frame in a video clip. Two kinds of motion blurring effects can be removed in the video, one is the blurring effect caused by hand shaking, the other is the blurring effect caused by a fast moving object. For the blurring caused by hand shaking, PSF is estimated by comparing the stable area in blurry frame and non-blurry frame, so the Richardson-Lucy algorithm can restore the blurry frame by non-blind deconvolution. We also propose a framework to deblur the motion blurring objects which move fast in the video. The background is reconstructed by the algorithm in each frame, so an accurate matte of blurry object can be extracted to deblur the moving object by alpha matting. Results show our method is effective.
Cite This Paper
Yang shen, Lizhuang ma, "Detecting and Removing the Motion Blurring from Video Clips", International Journal of Modern Education and Computer Science(IJMECS), vol.2, no.1, pp.17-23, 2010. DOI:10.5815/ijmecs.2010.01.03
Reference
[1]Amit Agrawal, Yi Xu, and Ramesh Raskar. Invertible motion blur in video. ACM Trans. Graph., 28(3):1–8, 2009.
[2]Rob Fergus, Barun Singh, Aaron Hertzmann, Sam T. Roweis, and William T. Freeman. Removing camera shake from a single photograph. In SIGGRAPH ’06: ACM SIGGRAPH 2006 Papers, pages 787–794, New York, NY,USA, 2006. ACM.
[3]Zhiqiang Hou. A background reconstruction algorithm based on pixel intensity classification in remote video surveillance system.
[4]Jiaya Jia. Single image motion deblurring using transparency. In CVPR, 2007.
[5]Seung-Jean Kim, Kwangmoo Koh,Michael Lustig, and Stephen Boyd. An efficient method for compressed sensing. In ICIP (3), pages 117–120. IEEE, 2007.A. Levin, D. Lischinski, and Y.Weiss. A closed form solution to natural image matting. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE Computer Society, June 2006.
[6]Yasuyuki Matsushita, Eyal Ofek, Xiaoou Tang, and Heung yeung Shum. Full-frame video stabilization. In In Proc. Computer Vision and Pattern Recognition, pages 50–57, 2005.
[7]Qi Shan, Jiaya Jia, and Aseem Agarwala. High-quality motion deblurring from a single image. ACM Transactions on Graphics (SIGGRAPH), 2008.
[8]A. Agrawal and R. Raskar. Resolving objects at higher resolution from a single motion-blurred image. In CVPR, 2007.
[9]Yu-Wing Tai, Hao Du, Michael S. Brown, and Stephen Lin. Image/video deblurring using a hybrid camera. In CVPR, 2008.
[10]Yu-Wing Tai, Hao Du,Michael S. Brown, and Stephen Lin. Correction of spatially varying image and video motion blur using a hybrid camera. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2009.
[11]Jue Wang and M. F. Cohen. Optimized color sampling for robust matting. In Computer Vision and PatternRecognition, 2007. CVPR ’07. IEEE Conference on, pages 1–8, 2007.
[12]Lu Yuan, Jian Sun, Long Quan, and Heung-Yeung Shum. Image deblurring with blurred/noisy image pairs. In SIGGRAPH ’07: ACM SIGGRAPH 2007 papers, page 1, New York, NY, USA, 2007. ACM.
[13]Lu Yuan, Jian Sun, Long Quan, and Heung-Yeung Shum. Progressive inter-scale and intra-scale non-blind image deconvolution. ACM Trans. Graph., 27(3):1–10, 2008.
[14]Kun Xu, Jiaping Wang, Xin Tong, Shi-Min Hu, Baining Guo. Edit Propagation on Bidirectional Texture Functions. Computer Graphics Forum, Special issue of Pacific Graphics 2009, Vol. 28, No. 7, 1871-1877.
[15]Kun Xu, Yong Li, Tao Ju, Shi-Min Hu, Tian-Qiang Liu. Efficient Affinity-based Edit Propagation using K-D Tree. ACM Transactions on Graphics, Vol. 28, No. 5, Article No. 118.
[16]Ming-Ming Cheng, Fang-Lue Zhang, Niloy J. Mitra, Xiaolei Huang, Shi-Min Hu. RepFinder: Finding Approximately Repeated Scene Elements for Image Editing. 2010, Vol. 29, No. 3, ACM SIGGRAPH 2010