A Fast Video Stabilization Method Based on Feature Matching and Histogram Clustering

被引：2
|
作者：
Li, Baotong [1 ]
Chen, Yangzhou [1 ]
Ren, Jianqiang [1 ]
Cheng, Lan [1 ]
机构：
[1] Beijing Univ Technol, Coll Metropolitan Transportat, Beijing Key Lab Transportat Engn, Beijing 100 Pingleyuan, Beijing 100124, Peoples R China
来源：
INFORMATION TECHNOLOGY AND INTELLIGENT TRANSPORTATION SYSTEMS, VOL 2 | 2017年 / 455卷
基金：
中国国家自然科学基金;
关键词：
Video stabilization; Motion estimation; Feature matching; Histogram clustering; DIGITAL IMAGE STABILIZATION; TRACKING; SYSTEM;
D O I：
10.1007/978-3-319-38771-0_31
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Stable video has a significant effect on video based traffic parameters extraction system. This paper proposed a fast video stabilization method based on feature matching and histogram clustering. Firstly, the method extract ORB feature points on sub-images which are set in adjacent frames and then matches them based on Hamming Distance. Secondly, the motion consistency principle combined with histogram clustering is used to get correct matches which can be used to calculate the parameters of the affine transformation matrix. Finally, after filtering those parameters, stable frame can be obtained by warping the original frame using the affine transformation matrix. Experimental results show that the proposed method can effectively stabilize videos with low complexity in real time.
引用
收藏
页码：315 / 325
页数：11
相关论文
共 50 条
  • [1] Fast Tunnel Monitoring Video Stabilization Method Based on Improved ORB Feature
    Zhao Min
    Sun Jian
    Sun Dihua
    Tang Yi
    [J]. PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 5856 - 5861
  • [2] Video stabilization algorithm based on background feature point matching
    Ji, Shujiao
    Feng, Zhibin
    Deng, Zhaoxia
    [J]. 2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 2009 - 2013
  • [3] A Fast Method for Feature Matching Based on SURF
    Jiang, Zetao
    Wang, Qiang
    Cui, Yanru
    [J]. INTELLIGENT SCIENCE AND INTELLIGENT DATA ENGINEERING, ISCIDE 2011, 2012, 7202 : 374 - 381
  • [4] Video Stabilization Using Feature Point Matching
    Kulkarni, Shamsundar
    Bormane, D. S.
    Nalbalwar, S. L.
    [J]. 2016 INTERNATIONAL CONFERENCE ON COMMUNICATION, IMAGE AND SIGNAL PROCESSING (CCISP 2016), 2017, 787
  • [5] An Aerial Video Stabilization Method Based on SURF Feature
    Wu, Hao
    He, Shao-Yang
    [J]. 3RD ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS (ITA 2016), 2016, 7
  • [6] A Feature-based Method for Shipboard Video Stabilization
    Liu Wen
    Zhang Yingjun
    Yang Xuefeng
    [J]. PROCEEDINGS OF 2019 IEEE 2ND INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION AND COMMUNICATION TECHNOLOGY (ICEICT 2019), 2019, : 315 - 322
  • [7] A Fast Video Stabilization Algorithm Based on Block Matching and Edge Completion
    Tang, Chongwu
    Yang, Xiaokang
    Chen, Li
    Zhai, Guangtao
    [J]. 2011 IEEE 13TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), 2011,
  • [8] Fast image matching method based on projective feature
    Yang, Guang
    Tian, Di
    Li, Jun
    Yang, Hong-Sheng
    [J]. Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2010, 40 (05): : 1340 - 1344
  • [9] An electronic image stabilization method based on feature block matching
    Xi'an Institute of Optics and Precision Mechanics, Chinese Academy Sciences, Xi'an 71006, China
    不详
    [J]. Guangzi Xuebao/Acta Photonica Sinica, 2008, 37 (01): : 202 - 205
  • [10] Video Stabilization for Fast Moving Camera Based on Feature Point Classification
    Chen, Chao-Ho
    Chen, Tsong-Yi
    Hu, Wu-Chih
    Peng, Min-Yang
    [J]. 2015 THIRD INTERNATIONAL CONFERENCE ON ROBOT, VISION AND SIGNAL PROCESSING (RVSP), 2015, : 10 - 13
12345