Point Cloud Reconstruction Based on SVR

被引：0

作者：

Sun, Jin-guang ^{[1
]}

Wang, Jun-tao ^{[1
]}

Yang, Xin-nian ^{[1
]}

Li, Yang ^{[1
]}

机构：

[1] Liaoning Tech Univ, Sch Elect & Informat Engn, Huludao Liaoning 125105, Peoples R China

来源：

MEMS, NANO AND SMART SYSTEMS, PTS 1-6 | 2012年 / 403-408卷

关键词：

Point Cloud Reconstruction; Surface fitting; SVR; PSO;

D O I：

10.4028/www.scientific.net/AMR.403-408.3267

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents a point cloud reconstruction algorithm which based on SVR(support vector regression). Firstly, the point cloud data pre-processing, filter out noise points. Then train the point by SVR, and we can get the function of surface expression. Finally, using the Marching Cube algorithm to visualize the implicit function. Experimental results show that the algorithm is more robust and more efficient.

引用

页码：3267 / 3270

页数：4

共 50 条

[21] Method of fruit tree canopy leaf reconstruction based on point cloud
Wu, Sheng
Zhao, Chunjiang
Guo, Xinyu
Wen, Weiliang
Xiao, Boxiang
Wang, Chuanyu
Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2017, 33 : 212 - 218
[22] A learning based 3D reconstruction method for point cloud
Guo Qi
Li Jinhui
2020 IEEE INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, INTL CONF ON CLOUD AND BIG DATA COMPUTING, INTL CONF ON CYBER SCIENCE AND TECHNOLOGY CONGRESS (DASC/PICOM/CBDCOM/CYBERSCITECH), 2020, : 271 - 276
[23] Local offset point cloud transformer based implicit surface reconstruction
Yang, Y. X.
Zhang, S. G.
COMPUTER GRAPHICS FORUM, 2022, 41 (07) : 99 - 107
[24] Graph Cut Based Point-Cloud Segmentation for Polygonal Reconstruction
Sedlacek, David
Zara, Jiri
ADVANCES IN VISUAL COMPUTING, PT 2, PROCEEDINGS, 2009, 5876 : 218 - 227
[25] Commodity 3D Display based on Point Cloud Reconstruction
Fu, Yujie
Jia, Tong
Song, Zhaozhan
Peng, Bo
PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 5617 - 5622
[26] Robot Localization and Reconstruction based on 3D Point Cloud
Chi, Peng
Wang, Zhenmin
Liao, Haipeng
Wu, Xiangmiao
Tian, Jiyu
Zhang, Qin
2023 32ND IEEE INTERNATIONAL CONFERENCE ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION, RO-MAN, 2023, : 520 - 525
[27] Adaptive Geometry Reconstruction for Geometry-based Point Cloud Compression
Wei, Lei
Wan, Shuai
Ding, Xiaobin
Yang, FuZheng
Wang, Zhecheng
2023 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, ICME, 2023, : 1985 - 1990
[28] A Method for Deformation Detection and Reconstruction of Shield Tunnel Based on Point Cloud
Zhang, Yuxian
Ren, Xuhua
Zhang, Jixun
Ma, Zichang
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2024, 150 (03)
[29] APR: Online Distant Point Cloud Registration through Aggregated Point Cloud Reconstruction
Liu, Quan
Zhou, Yunsong
Zhu, Hongzi
Chang, Shan
Guo, Minyi
PROCEEDINGS OF THE THIRTY-SECOND INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2023, 2023, : 1204 - 1212
[30] Point cloud filtering on UAV based point cloud
Zeybek, Mustafa
Sanlioglu, Ismail
MEASUREMENT, 2019, 133 : 99 - 111

← 1 2 3 4 5 →