Circular block matching based video stabilization

被引:3
|
作者
Xu, LD [1 ]
Fu, FW [1 ]
Lin, XG [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
关键词
video stabilization; circular block; rotation invariant features; motion parameters;
D O I
10.1117/12.632670
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Video sequences captured by handheld digital camera need to be stabilized to eliminate the tiresome effects caused by camera's undesirable shake or jiggle. The key issue of video stabilization is to estimate the global motion parameters between two successive frames. In this paper, a novel circular block matching algorithm is proposed to estimate the global motion parameters. This algorithm can deal with not only translational motion but even large rotational motion. For an appointed circular block in current frame, a four-dimensional rotation invariant feature vector is firstly extracted from it and used to judge if it is an effective block. Then the rotation invariant features based circular block matching process is performed to find the best matching blocks in reference frame for those effective blocks. With the matching results of any two effective blocks, a two-dimensional motion model is constructed to produce one group of frame motion parameters. A statistical method is proposed to calculate the estimated global motion parameters with all groups of global motion parameters. Finally, using the estimated motion parameters as the initial values, an iteration algorithm is introduced to obtain the refined global motion parameters. The experimental results show that the proposed algorithm is excellent in stabilizing frames with even burst global translational and rotational motions.
引用
收藏
页码:1307 / 1314
页数:8
相关论文
共 50 条
  • [1] Digital image stabilization based on circular block matching
    Xu, Lidong
    Lin, Xinggang
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2006, 52 (02) : 566 - 574
  • [2] Video Completion Using Block Matching for Video Stabilization
    Yoo, Seunghwan
    Katsaggelos, Aggelos K.
    Jo, Gwanghyun
    Chae, Eunjung
    Cheong, Hejin
    Jeon, Semi
    Kim, Minseo
    Paik, Joonki
    Park, Chanyong
    18TH IEEE INTERNATIONAL SYMPOSIUM ON CONSUMER ELECTRONICS (ISCE 2014), 2014,
  • [3] A Fast Video Stabilization Algorithm Based on Block Matching and Edge Completion
    Tang, Chongwu
    Yang, Xiaokang
    Chen, Li
    Zhai, Guangtao
    2011 IEEE 13TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), 2011,
  • [4] Adaptive optimal block matching video stabilization algorithm
    Cai, Cheng-Tao
    Liang, Xiao-Long
    Tan, Ji-Lai
    Liu, Xue
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2013, 35 (06): : 1324 - 1329
  • [5] Fast Digital Image Stabilization Algorithm Based on Polar Transform and Circular Block Matching
    Zhang, Hong
    Deng, Changsong
    Li, Junwei
    Yuan, Fei
    Jia, Ruiming
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 1125 - +
  • [6] Real-Time Video Stabilization Algorithm Based on Efficient Block Matching for UAVs
    Mayen, Karina
    Espinoza, Carlos
    Romero, Hugo
    Salazar, Sergio
    Lizarraga, Mariano
    Lozano, Rogelio
    2015 WORKSHOP ON RESEARCH, EDUCATION AND DEVELOPMENT OF UNMANNED AERIAL SYSTEMS (RED-UAS), 2015, : 78 - 83
  • [7] Block Based Completion for Video Stabilization
    Mangiat, Stephen
    Chiu, Yi-Jen
    2010 CONFERENCE RECORD OF THE FORTY FOURTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS (ASILOMAR), 2010, : 222 - 225
  • [8] Video stabilization algorithm based on the characteristics matching
    Ji, S.-J. (shujiaoji@163.com), 1600, Editorial Board of Jilin University (43):
  • [9] Real-Time Video Stabilization Based On Fast Block Matching And Improved Kalman Filter
    Li, Lengyi
    Ma, Xiaohong
    Zhao, Zheng
    FIFTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2014, : 394 - 397
  • [10] A time-efficient video stabilization algorithm based on Block Matching in a restricted search space
    Joseph, Kevin
    Noel, Alex
    Raj, Joseph
    Fan, Zhun
    Vidhyapathi, C. M.
    2017 IEEE INTERNATIONAL CONFERENCE ON REAL-TIME COMPUTING AND ROBOTICS (RCAR), 2017, : 651 - 656