Improved global motion estimation via motion vector clustering for video stabilization

被引:17
|
作者
Chen, Bo-Hao [1 ]
Kopylov, Andrey [2 ]
Huang, Shih-Chia [3 ]
Seredin, Oleg [2 ]
Karpov, Roman [2 ]
Kuo, Sy-Yen [4 ]
Lai, K. Robert [1 ]
Tan, Tan-Hsu [5 ,6 ]
Gochoo, Munkhjargal [7 ]
Bayanduuren, Damdinsuren [7 ]
Gong, Cihun-Siyong [8 ]
Hung, Patrick C. K. [9 ]
机构
[1] Yuan Ze Univ, Dept Comp Sci & Engn, Taoyuan, Taiwan
[2] Tula State Univ, Inst Appl Math & Comp Sci, Tula, Russia
[3] Natl Taipei Univ Technol, Dept Elect Engn, Taipei, Taiwan
[4] Natl Taiwan Univ, Dept Elect Engn, Taipei, Taiwan
[5] Natl Taipei Univ Technol, Dept Elect Engn, Taipei, Taiwan
[6] Natl Taipei Univ Technol, Dept Elect Engn, Taipei, Taiwan
[7] Mongolian Univ Sci & Technol, Sch Informat & Commun Technol, Ulaanbaatar, Mongolia
[8] Chang Gung Univ, Dept Elect Engn, Taoyuan, Taiwan
[9] Univ Ontario Inst Technol, Fac Business & Informat Technol, Oshawa, ON, Canada
基金
俄罗斯基础研究基金会;
关键词
Video stabilization; Motion vector clustering; Shortest spanning path; TRACKING; SYSTEM;
D O I
10.1016/j.engappai.2016.05.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Video stabilization technique is often used in handheld multimedia devices, whereas the difficulties in the accurate extraction aspect of global motion vectors restrict its development. This paper proposes a novel video stabilization approach that is based on the shortest spanning path clustering algorithm for effective and reliable estimation of the global motion vectors. As demonstrated in our experimental results, the proposed approach achieves superior stabilized effectiveness compared with the other state-of-the-art approaches based on both qualitative and quantitative measurements. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:39 / 48
页数:10
相关论文
共 50 条
  • [41] Improved Motion Estimation for Restoring Turbulence Distorted Video
    Zwart, Christine M.
    Pracht, Richard J.
    Frakes, David H.
    INFRARED IMAGING SYSTEMS: DESIGN, ANALYSIS, MODELING, AND TESTING XXIII, 2012, 8355
  • [42] A novel block motion estimation model for video stabilization applications
    Bhaskar, Harish
    Bez, Helmut
    ICINCO 2007: PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL RA-1: ROBOTICS AND AUTOMATION, VOL 1, 2007, : 303 - 306
  • [43] Global motion estimation and robust regression for video coding
    Zhang, K
    Kittler, J
    PROCEEDINGS OF THE 1998 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-6, 1998, : 2589 - 2592
  • [44] A novel predictive global motion estimation for video coding
    Chan, WC
    Au, OC
    Fu, MF
    2002 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL III, PROCEEDINGS, 2002, : 5 - 8
  • [45] Fast local motion estimation and robust global motion decision for digital image stabilization
    Kuo, Tien-Ying
    Wang, Chung-Hsin
    2008 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING, PROCEEDINGS, 2008, : 442 - 445
  • [46] A Joint Approach to Global Motion Estimation and Motion Segmentation from a Coarsely Sampled Motion Vector Field
    Chen, Yue-Meng
    Bajic, Ivan V.
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2011, 21 (09) : 1316 - 1328
  • [47] EVALUATION OF PIXEL- AND MOTION VECTOR-BASED GLOBAL MOTION ESTIMATION FOR CAMERA MOTION CHARACTERIZATION
    Haller, Martin
    Krutz, Andreas
    Sikora, Thomas
    2009 10TH INTERNATIONAL WORKSHOP ON IMAGE ANALYSIS FOR MULTIMEDIA INTERACTIVE SERVICES, 2009, : 49 - 52
  • [48] Sign language video to text conversion via optimised LSTM with improved motion estimation
    Subburaj, S.
    Murugavalli, M.
    Muthusenthil, M.
    JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 2025, 37 (01) : 163 - 182
  • [49] Adaptive video motion estimation algorithm via estimation of motion length distribution and Bayesian classification
    Asefi, Mahdi
    Dabbagh, Mohamed-Yahia
    2006 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2006, : 807 - +
  • [50] Improved motion vector prediction method in scalable video coding
    Park, SH
    Kim, HK
    Jung, JW
    Ko, SJ
    ISPACS 2005: PROCEEDINGS OF THE 2005 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS, 2005, : 253 - 256