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Deinterlacing Using Hierarchical Motion Analysis
Huang, Qian1,2; Zhao, Debin3; Ma, Siwei4; Gao, Wen4; Sun, Huifang5
2010-05-01
发表期刊IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
ISSN1051-8215
卷号20期号:5页码:673-686
摘要A motion-compensated deinterlacing scheme based on hierarchical motion analysis is presented. According to deinterlacing steps, our contribution can be divided into four parts: motion estimation, motion state analysis, motion consistency analysis, and finer-grained interpolation. In motion estimation, we introduce a Gaussian noise model for choosing the best motion vector for each block, and make a tradeoff between utilizing previous de-interlaced frames and avoiding error propagation. A directional interpolation method is also introduced in this part for backward fields. In motion state analysis, we define two motion states for each pixel, thus achieve a compromise between traditional block-based strategies and the extreme pixel-based case. In motion consistency analysis, we propose to measure both the motion vector consistency and the motion state consistency in order to determine whether the previous two parts should be performed again with a different block size. In finer-grained interpolation, we utilize a combination of recursive median filters to generate the final results. Experimental results show that all of the proposed techniques are effective, either objectively or subjectively. As a result, we can achieve much higher image quality, with an average gain of about 1.83 dB in terms of peak signal-to-noise ratio. Moreover, the increased computation complexity is marginal.
关键词Deinterlacing hierarchical motion analysis motion consistency noise model
DOI10.1109/TCSVT.2010.2045807
收录类别SCI
语种英语
资助项目National Basic Research Program of China (973 Program)[2009CB320904] ; National Science Foundation of China[60833013]
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000277500900005
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:14[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/11974
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Huang, Qian
作者单位1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China
3.Harbin Inst Technol, Dept Comp Sci, Harbin 150001, Peoples R China
4.Peking Univ, Sch Elect Engn & Comp Sci, Inst Digital Media, Beijing 100871, Peoples R China
5.Mitsubishi Elect Res Labs, Cambridge, MA 02139 USA
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Huang, Qian,Zhao, Debin,Ma, Siwei,et al. Deinterlacing Using Hierarchical Motion Analysis[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2010,20(5):673-686.
APA Huang, Qian,Zhao, Debin,Ma, Siwei,Gao, Wen,&Sun, Huifang.(2010).Deinterlacing Using Hierarchical Motion Analysis.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,20(5),673-686.
MLA Huang, Qian,et al."Deinterlacing Using Hierarchical Motion Analysis".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 20.5(2010):673-686.
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