A Novel Real-Time Digital Video Stabilization Algorithm Based on the Improved Diamond Search and Modified Kalman Filter

被引:0
作者
Song, Jifei [1 ]
Ma, Xiaohong [1 ]
机构
[1] Dalian Univ Technol, Sch Informat & Commun Engn, Dalian 116024, Peoples R China
来源
2015 IEEE 7TH INTERNATIONAL CONFERENCE ON AWARENESS SCIENCE & TECHNOLOGY (ICAST) | 2015年
关键词
video stabilization; block matching; Hooke Jeeves; adaptive; Kalman filter;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Aiming at the real-time video stabilization under the potential panning motion, this paper presents a robust adaptive video stabilization algorithm based on an improved diamond search and a modified Kalman filter. On the one hand, by introducing Hooke Jeeves algorithm into the traditional diamond-search-based fast block matching method, the efficiency of motion estimation is improved. On the other hand, a modified Kalman filter is proposed to provide an adaptive motion compensation of quivering image sequences while the panning motion is preserved. Experimental results demonstrate that the proposed algorithm provides robust and adaptive compensation for image sequences even if fast panning motion exists.
引用
收藏
页码:91 / 95
页数:5
相关论文
共 50 条
[31]   Real-time video surveillance on highways using combination of extended Kalman Filter and deep reinforcement learning [J].
Fu, Liangju ;
Zhang, Qiang ;
Tian, Shengli .
HELIYON, 2024, 10 (05)
[32]   A novel neural network based on dynamic time warping and Kalman filter for real-time monitoring of supersonic inlet flow patterns [J].
Wu, Huan ;
Zhao, Yong-Ping ;
Tan, Hui-Jun .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2021, 102
[33]   Real-Time Digital Image Stabilization System Using Modified Proportional Integrated Controller [J].
Lin, Chin-Teng ;
Hong, Chao-Ting ;
Yang, Chien-Ting .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2009, 19 (03) :427-431
[34]   REAL-TIME VIDEO STABILIZATION BASED ON VIBRATION COMPENSATION BY USING FEATURE BLOCK [J].
Chen, Chao-Ho ;
Chen, Chao-Yu ;
Chen, Chin-Hsing ;
Chen, Jie-Ru .
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (09) :5285-5298
[35]   Real-Time Object Tracking using Color-based Kalman Particle Filter [J].
Abdel-Hadi, Ahmed .
ICCES'2010: THE 2010 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS, 2010, :337-341
[36]   Kalman-filter-based GPS clock estimation for near real-time positioning [J].
André Hauschild ;
Oliver Montenbruck .
GPS Solutions, 2009, 13 :173-182
[37]   Real-time hand tracking based on YOLOV4 model and Kalman filter [J].
Xuwe D. ;
Dong C. ;
Huajiang L. ;
Zhaokun M. ;
Qianqian Y. .
Journal of China Universities of Posts and Telecommunications, 2021, 28 (03) :86-94
[38]   A Novel Real-Time Method for Structural Damage Detection Using Kalman Filter and Sensitivity Analysis [J].
Beygzadeh, Sahar ;
Torkzadeh, Peyman ;
Salajegheh, Eysa .
INTERNATIONAL JOURNAL OF STRUCTURAL STABILITY AND DYNAMICS, 2022, 22 (14)
[39]   Real-Time Head Pose Estimation Based on Kalman Filter and Random Regression Forest [J].
Li C. ;
Zhong F. ;
Ma X. ;
Qin X. .
Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2017, 29 (12) :2309-2316
[40]   Real-time hand tracking based on YOLOv4 model and Kalman filter [J].
Du Xuwei ;
Chen Dong ;
Liu Huajiang ;
Ma Zhaokun ;
Yang Qianqian .
The Journal of China Universities of Posts and Telecommunications, 2021, 28 (03) :86-94