期刊文献+

基于遗传搜索和模板匹配的快速运动估计

Fast Motion Estimation Based on Genetic Search and Pattern Matching
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摘要 基于遗传算法的运动估计具有较好的全局寻优能力,但其过高的算法复杂度需要很大的计算和存储开销,增加了编码时间;另一方面,传统的基于遗传算法的运动估计普遍采用较低的遗传迭代次数,降低了遗传算法的搜索精度。为解决传统算法搜索时间长和搜索精度低的缺陷,提出了一种基于遗传搜索和模板匹配的混合算法。该算法结合多种运动矢量的预测方法以及运动矢量的统计特性设计了3种终止策略,使用模板匹配算法对遗传搜索过程进行优化。实验结果表明:该算法在确保编码质量的同时,能大幅缩减搜索点数和编码时间。 The motion estimation based on genetic algorithm has better global optimization ability,but its higher complexity enhances the cost for computation and storage and further increases the encoding time.On the other hand,the traditional motion estimation based on genetic algorithm usually adopts lesser genetic iterations,which reduce the searching precision.In order to solve the defects of longer search time and lower accuracy in traditional algorithms,this paper proposed a hybrid algorithm based on genetic search and pattern matching.According to the statistical properties of the motion vector and existing motion vector predicting methods,three termination strategies were designed in the present algorithm,and the matching algorithm was also adopted to optimize the genetic search process.Experiment results show that the proposed algorithm can greatly reduce the search points and coding time while attaining good quality in coding process.
出处 《华东理工大学学报(自然科学版)》 CAS CSCD 北大核心 2011年第4期487-495,共9页 Journal of East China University of Science and Technology
基金 国家863高技术研究发展计划(2009AA011706) 浙江大学基本科研业务费专项(KYJD09012)
关键词 遗传搜索 模板匹配 运动估计 搜索精度 genetic search pattern matching motion estimation searching precision
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参考文献15

  • 1郑伟,刘文耀,王涌天.一种结合遗传算法和钻石搜索的多模式快速运动估计方法[J].电子学报,2006,34(10):1911-1916. 被引量:7
  • 2Xu Tianbing,Chen Weidong.A fast adaptive statisticalgenetic motion search algorithmfor H.264/AVC. Pro-ceedings of IEEE International Conference on AdvancedInformation Networking and Applications :IEEE . 2006
  • 3Kavish S P,Rangarajan S,Srinivasan V,et al.Aparallel ar-chitectural i mplementation of the newthree-step search algo-rithmfor block motion esti mation. Proceedings of the17th IEEEinternational Conference on VLSI Design . 2004
  • 4Huang Songtao,Ahmadi M,Miller WC.Anovel hierarchi-cal search motion esti mation algorithm. IEEE Transac-tions on Consumer Electronics . 2004
  • 5Chen Peiyin,Chen Rende,Yu Pin,et al.Hardware i mple-mentation for a genetic algorithm. IEEE Transaction onInstrumentation and Measurement . 2008
  • 6Le Qianqi,Yang Feng,Jiang Hongtao.The design of i m-proved motion esti mation algorithm for H264 based on GA. Proceedings of IEEE International Conference on E-Business and E-Government . 2010
  • 7Tsai J J,Hang Hsuehming.A genetic rhombus patternsearch for block motion esti mation. Proceedings of IEEEInternational Symposiumon Circuits and Systems . 2007
  • 8Li Renxiang,Zeng Bing,Liou Ming L.A New Three-step Search Algorithm for Block Motion Estimation. IEEE Transactions on Circuits and System for Video Technology . 1996
  • 9Chow K H K,Liou M L.Genetic motion search algorithm for video compression. IEEE Transaction on Circuits and Systems for Video Technology . 1993
  • 10Lin Chun-Hung,Wu Ja-Ling.A lightweight genetic block-matching algorithm for video coding. IEEE Transactions, Circuits System Video Technology . 1998

二级参考文献13

  • 1米凯利维茨Z.演化程序-遗传算法和数据编码的结合[M].北京:科学出版社,2000.43-45.
  • 2Said A,Pealman W A.A new fast and efficient image codec on set partitioning in hierarchical trees[J].IEEE Trans on Circuits System and Video Technology,1996,6(3):243-250.
  • 3Orchard M T,Sullivan G J.Overlapped block motion compensation:an estimation-theoretic approach[J].IEEE Transaction on Image Processing,1994,(3):693-699.
  • 4Dufaux F,Moscheni F.Motion estimation techniques for digital TV:a review and a new contribution[A].Proceedings of the IEEE[C].New York,NY,USA,1995,83(6):858-876.
  • 5KIM J N,CHOI T S.A fast three-step search algorithm with minimum checking points using unimodal error surface assumption[J].IEEE Transactions on Consumer Electronics,1998,44(3):638-648.
  • 6Li Ren-xiang,Zeng Bing,Liou Ming-1.A new three-step search algorithm for block motion estimation[J].IEEE Transaction on Circuits and System for Video Technology,1994,4(4):438 -442.
  • 7Zhu Shan,Ma Kai-kuang.A New diamond search algorithm for fast block matching motion estimation[A].IEEE International Conference on Information,Communications and Signal Processing[C].Singapore,1997.292-296.
  • 8Zhang Y Q,Zafar S.Motion-compensated wavelet transform coding for color video compression[J].IEEE Transaction on Circuits System and Video Technology,1992(2):285-296.
  • 9Lin Chun-hung,Wu Ja-ling.Genetic block matching algorithm for video coding[A].the Third IEEE International Conference on Multimedia Computing and Systems[C].1996.544-547.
  • 10So M F,Wu A.Four-step genetic search for block motion estimation[A].IEEE International Conference on Acoustics,Speech,and Signal Processing[C].Seattle,Washington,USA,1998.1393-1396.

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