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A survey of 3D object detection algorithms for intelligent vehicles development

With the rapid development of Artificial Intelligent algorithms on Computer Vision, 2D object detection has greatly succeeded and been applied in various industrial products. In the past several years, the accuracy of 2D object detection has been dramatically improved, even beyond the human eyes det...

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Detalles Bibliográficos
Autores principales: Li, Zhen, Du, Yuren, Zhu, Miaomiao, Zhou, Shi, Zhang, Lifeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Japan 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8559424/
https://www.ncbi.nlm.nih.gov/pubmed/34744502
http://dx.doi.org/10.1007/s10015-021-00711-0
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author Li, Zhen
Du, Yuren
Zhu, Miaomiao
Zhou, Shi
Zhang, Lifeng
author_facet Li, Zhen
Du, Yuren
Zhu, Miaomiao
Zhou, Shi
Zhang, Lifeng
author_sort Li, Zhen
collection PubMed
description With the rapid development of Artificial Intelligent algorithms on Computer Vision, 2D object detection has greatly succeeded and been applied in various industrial products. In the past several years, the accuracy of 2D object detection has been dramatically improved, even beyond the human eyes detection ability. However, there is still a limitation of 2D object detection for the applications of Intelligent Driving. A safe and reliable self-driving car needs to detect a 3D model of the around objects so that an intelligent driving car has a perception ability to real driving situations. This paper systematically surveys the development of 3D object detection methods applied to intelligent driving technology. This paper also analyzes the shortcomings of the existing 3D detection algorithms and the future development directions of 3D detection algorithms on intelligent driving.
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spelling pubmed-85594242021-11-01 A survey of 3D object detection algorithms for intelligent vehicles development Li, Zhen Du, Yuren Zhu, Miaomiao Zhou, Shi Zhang, Lifeng Artif Life Robot Original Article With the rapid development of Artificial Intelligent algorithms on Computer Vision, 2D object detection has greatly succeeded and been applied in various industrial products. In the past several years, the accuracy of 2D object detection has been dramatically improved, even beyond the human eyes detection ability. However, there is still a limitation of 2D object detection for the applications of Intelligent Driving. A safe and reliable self-driving car needs to detect a 3D model of the around objects so that an intelligent driving car has a perception ability to real driving situations. This paper systematically surveys the development of 3D object detection methods applied to intelligent driving technology. This paper also analyzes the shortcomings of the existing 3D detection algorithms and the future development directions of 3D detection algorithms on intelligent driving. Springer Japan 2021-11-01 2022 /pmc/articles/PMC8559424/ /pubmed/34744502 http://dx.doi.org/10.1007/s10015-021-00711-0 Text en © International Society of Artificial Life and Robotics (ISAROB) 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Article
Li, Zhen
Du, Yuren
Zhu, Miaomiao
Zhou, Shi
Zhang, Lifeng
A survey of 3D object detection algorithms for intelligent vehicles development
title A survey of 3D object detection algorithms for intelligent vehicles development
title_full A survey of 3D object detection algorithms for intelligent vehicles development
title_fullStr A survey of 3D object detection algorithms for intelligent vehicles development
title_full_unstemmed A survey of 3D object detection algorithms for intelligent vehicles development
title_short A survey of 3D object detection algorithms for intelligent vehicles development
title_sort survey of 3d object detection algorithms for intelligent vehicles development
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8559424/
https://www.ncbi.nlm.nih.gov/pubmed/34744502
http://dx.doi.org/10.1007/s10015-021-00711-0
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