Dynamic initial search pattern defined on Cartesian product of neighboring motion vectors for fast block-based motion estimation

被引:1
|
作者
Pan, Zhibin [1 ,2 ]
Ku, Weiping [1 ]
Wang, Yidi [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Shaanxi, Peoples R China
[2] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing 210093, Jiangsu, Peoples R China
关键词
Motion estimation; Block matching algorithm; Cartesian product; Video coding; Initial search pattern; EFFICIENT MOTION; ESTIMATION ALGORITHM; SELECTION;
D O I
10.1007/s11042-017-5063-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Block-based motion estimation is widely used in video compression for reducing the temporal data redundancy. However, it is still a main problem to effectively reduce the computational complexity of motion estimation. The median predictor is usually used for initial search center prediction, however it is not always accurate enough, especially for fast motion sequences. In this paper, a novel dynamic initial search pattern algorithm for fast block-based motion estimation is proposed. Based on the observation that the components of the current motion vector are very similar to the corresponding components of its neighboring motion vectors, Cartesian product of neighboring motion vectors is introduced to generate the proposed dynamic initial search pattern (DISP). And then the cross search pattern is employed to search for the best matching block. The number of search points of the proposed DISP is adaptive to the neighboring correlation of the current block. In fact, the proposed DISP can be considered as a generalization of median prediction scheme and it performs better in capturing the best matching block than median prediction. Experiment results show that the proposed DISP method with small cross search pattern can save about 1.71 search points on average compared with adaptive rood pattern search (ARPS) algorithm and can achieve the similar PSNR to full search (FS) algorithm by combining large cross search pattern.
引用
收藏
页码:14803 / 14816
页数:14
相关论文
共 50 条
  • [31] Survey on Block Based Pattern Search Techniques for Motion Estimation
    Baraskar, Trupti
    Mankar, Vijay R.
    Jain, Ruchi
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON APPLIED AND THEORETICAL COMPUTING AND COMMUNICATION TECHNOLOGY (ICATCCT), 2015, : 513 - 518
  • [32] Block-based motion estimation algorithms - a survey
    Jakubowski, M.
    Pastuszak, G.
    OPTO-ELECTRONICS REVIEW, 2013, 21 (01) : 86 - 102
  • [33] Block-based true motion estimation using distance dependent thresholded search
    Sorwar, G
    Murshed, M
    Dooley, L
    COMPUTER APPLICATIONS IN INDUSTRY AND ENGINEERING, 2001, : 45 - 48
  • [34] A new fast algorithm for the estimation of block motion vectors
    Qiu, GH
    Hou, CH
    ICSP '96 - 1996 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1996, : 1233 - 1236
  • [35] New Fast Algorithms for the Estimation of Block Motion Vectors
    Liu, Bede
    Zaccarin, Andre
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1993, 3 (02) : 148 - 157
  • [36] LOCAL TEXTURE AND GEOMETRY DESCRIPTORS FOR FAST BLOCK-BASED MOTION ESTIMATION OF DYNAMIC VOXELIZED POINT CLOUDS
    Dorea, Camilo
    Hung, Edson M.
    de Queiroz, Ricardo L.
    2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2019, : 3721 - 3725
  • [37] High speed search algorithms for block-based motion estimation video compression
    Sushmitha, Modukuri
    Rizkalla, Maher E.
    Salama, Paul
    EI-Sharkawy, Mohamed
    2006 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS, 2006, : 308 - +
  • [38] Fast block motion estimation algorithm based on motion classification and directional search patterns
    Nisar, Humaira
    Choi, Tae-Sun
    OPTICAL ENGINEERING, 2008, 47 (10)
  • [39] Fast Motion Estimation Based on Search Range Adjustment Using Neighboring MVDs
    Kang, Hyun-Soo
    Park, Jae-Hyeung
    ADVANCES IN VISUAL COMPUTING, PT III, 2010, 6455 : 239 - 248
  • [40] Fast exhaustive block-based motion vector estimation algorithm using FFT
    Essannouni, F.
    Thami, R. Oulad Haj
    Aboutajdine, D.
    Salam, A.
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2007, 32 (2C) : 61 - 74