A real-time localization algorithm based on feature point matching

Shuo Lei, Siyi Tian, Qiming Huang, Anyi Huang
{"title":"A real-time localization algorithm based on feature point matching","authors":"Shuo Lei, Siyi Tian, Qiming Huang, Anyi Huang","doi":"10.1109/CoST57098.2022.00056","DOIUrl":null,"url":null,"abstract":"When watching video, people can roughly estimate the direction and displacement of the camera movement by the change of the two frames before and after the video. We have studied this phenomenon and quantified it using computer. In this paper, we compare the current main image feature point extraction techniques with search matching techniques and propose an algorithm that relies on camera images to calculate instantaneous displacement. The algorithm is well suited to guided robots that are generally equipped with cameras. Based on the feature point extraction and matching technology, the algorithm realizes the function of calculating the camera displacement between two samples through the homography matrix transformation and camera calibration. We have conducted several comprehensive experiments on the algorithm in multiple environments and analyzed the proposed algorithm in this paper based on the experimental results.","PeriodicalId":135595,"journal":{"name":"2022 International Conference on Culture-Oriented Science and Technology (CoST)","volume":"112 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 International Conference on Culture-Oriented Science and Technology (CoST)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CoST57098.2022.00056","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

When watching video, people can roughly estimate the direction and displacement of the camera movement by the change of the two frames before and after the video. We have studied this phenomenon and quantified it using computer. In this paper, we compare the current main image feature point extraction techniques with search matching techniques and propose an algorithm that relies on camera images to calculate instantaneous displacement. The algorithm is well suited to guided robots that are generally equipped with cameras. Based on the feature point extraction and matching technology, the algorithm realizes the function of calculating the camera displacement between two samples through the homography matrix transformation and camera calibration. We have conducted several comprehensive experiments on the algorithm in multiple environments and analyzed the proposed algorithm in this paper based on the experimental results.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于特征点匹配的实时定位算法
人们在观看视频时,可以通过视频前后两帧的变化大致估计出摄像机运动的方向和位移。我们对这一现象进行了研究,并用计算机对其进行了量化。在本文中,我们比较了当前主要图像特征点提取技术和搜索匹配技术,并提出了一种基于相机图像计算瞬时位移的算法。该算法非常适合通常配备摄像头的引导机器人。该算法基于特征点提取与匹配技术,通过单应性矩阵变换和摄像机标定,实现了计算两个样本间摄像机位移的功能。我们对该算法在多种环境下进行了多次综合实验,并根据实验结果对本文提出的算法进行了分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A Vision Enhancement Network for Image Quality Assessment Analysis and Application of Tourists’ Sentiment Based on Hotel Comment Data Automatic Image Generation of Peking Opera Face using StyleGAN2 Analysis of Emotional Influencing Factors of Online Travel Reviews Based on BiLSTM-CNN Performance comparison of deep learning methods on hand bone segmentation and bone age assessment
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1