Research on camera calibration optimization method based on improved sparrow search algorithm

被引:2
|
作者
Guo, Jia [1 ]
Zhu, Yun [1 ]
Wang, Jianyu [1 ]
Du, Shuai [1 ]
He, Xin [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automation, Nanjing, Peoples R China
关键词
Camera calibration; sparrow search algorithm; elite opposition-based learning;
D O I
10.1117/1.JEI.32.1.013040
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
Accurate calibration of camera internal parameters is an important step in realizing three-dimensional object reconstruction and target location. Large reprojection error is a frontier problem in the field of camera calibration. A real calibration image dataset and a reprojection error model are established. In combination with the fast iteration of elite opposition-based learning strategy and the population diversity of sparrow search algorithm, the calibration parameters were optimized to improve the accuracy of calibration parameters and reduce the reprojection error. Experimental results demonstrate the effectiveness of the proposed algorithm. It can effectively reduce the reprojection error.
引用
收藏
页数:16
相关论文
共 50 条
  • [21] An Improved Sparrow Search Algorithm
    Song, Wei
    Liu, Song
    Wang, Xiaochun
    Wu, Weiguo
    2020 IEEE INTL SYMP ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, INTL CONF ON BIG DATA & CLOUD COMPUTING, INTL SYMP SOCIAL COMPUTING & NETWORKING, INTL CONF ON SUSTAINABLE COMPUTING & COMMUNICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2020), 2020, : 537 - 543
  • [22] Improved Sparrow Search Algorithm Based on Iterative Local Search
    Yan, Shaoqiang
    Yang, Ping
    Zhu, Donglin
    Zheng, Wanli
    Wu, Fengxuan
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2021, 2021
  • [23] Research on Prediction of the Digital Economy Index Based on Improved Sparrow Search Algorithm
    Hu, Qing
    Zhu, Fenhua
    CHIANG MAI JOURNAL OF SCIENCE, 2025, 52 (02):
  • [24] Calibration Venus: An Interactive Camera Calibration Method Based on Search Algorithm and Pose Decomposition
    Lei, Wentai
    Xu, Mengdi
    Hou, Feifei
    Jiang, Wensi
    Wang, Chiyu
    Zhao, Ye
    Xu, Tiankun
    Li, Yan
    Zhao, Yumei
    Li, Wenjun
    ELECTRONICS, 2020, 9 (12) : 1 - 18
  • [25] Research on Economic Optimization of Microgrid Cluster Based on Chaos Sparrow Search Algorithm
    Wang, Peng
    Zhang, Yu
    Yang, Hongwan
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2021, 2021
  • [26] A Method of Camera Calibration by Iterative Optimization Algorithm
    Ma Jianwei
    Li Baoxi
    2013 INTERNATIONAL CONFERENCE ON ADVANCED MECHATRONIC SYSTEMS (ICAMECHS), 2013, : 302 - 305
  • [27] An improved sparrow search algorithm based on multiple strategies
    Guo, Xiang
    Hu, Yinggang
    Song, Chuyi
    Zhao, Fang
    Jiang, Jingqing
    2024 5TH INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKS AND INTERNET OF THINGS, CNIOT 2024, 2024, : 112 - 118
  • [28] Workshop layout optimization method based on sparrow search algorithm: a new approach
    Bi, Shenghao
    Shao, Liangshan
    Zheng, Jiatian
    Yang, Rui
    JOURNAL OF INDUSTRIAL AND PRODUCTION ENGINEERING, 2024, 41 (04) : 324 - 343
  • [29] A New Binocular Camera Calibration Method Based on an Improved Genetic Algorithm
    Jiang Xiangkui
    PRECISION ENGINEERING AND NON-TRADITIONAL MACHINING, 2012, 411 : 602 - 608
  • [30] Underwater Camera Calibration Method Based on Improved Slime Mold Algorithm
    Du, Shuai
    Zhu, Yun
    Wang, Jianyu
    Yu, Jieping
    Guo, Jia
    SUSTAINABILITY, 2022, 14 (10)