An Optimized Joint Bilateral Guided Filter for Weld Seam Measurement Based Point Cloud

被引:0
|
作者
Fu, Pengzhan [1 ]
Yang, Kangyong [1 ]
Zhao, Xingwei [1 ,2 ]
Fan, Yajun [1 ]
Tao, Bo [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Mech Sci & Engn, Wuhan 430074, Hubei, Peoples R China
[2] Huazhong Univ Sci & Technol, Wuxi Res Inst, Wuhan, Peoples R China
关键词
Point cloud; Weld seam measurement; Point cloud denoising;
D O I
10.1007/978-981-96-0780-8_17
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 introduces a Joint Bilateral Guided filtering algorithm with Dynamic Neighborhood Selection(JBG-DNS) for noise reduction in point cloud data. The proposed algorithm intelligently selects points within a neighborhood and incorporates the principles of bilateral filtering, effectively eliminating noise while preserving detailed features. This provides high-quality data for subsequent applications such as weld seam measurement. Experimental results demonstrate the algorithm's outstanding performance in point cloud denoising, significantly enhancing the accuracy of weld seam measurement. Compared to traditional manual measurement, non-contact weld seam measurement utilizing point cloud data offers advantages of non-invasiveness, efficiency, and automation, providing robust support for welding process monitoring and quality control.
引用
收藏
页码:232 / 245
页数:14
相关论文
共 50 条
  • [1] Point Cloud Reduction and Denoising Based on Optimized Downsampling and Bilateral Filtering
    Zou, Bochang
    Qiu, Huadong
    Lu, Yufeng
    IEEE ACCESS, 2020, 8 : 136316 - 136326
  • [2] The Guided Bilateral Filter: When the Joint/Cross Bilateral Filter Becomes Robust
    Caraffa, Laurent
    Tarel, Jean-Philippe
    Charbonnier, Pierre
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 24 (04) : 1199 - 1208
  • [3] WeldNet: A voxel-based deep learning network for point cloud annular weld seam detection
    Hui Wang
    YouMin Rong
    JiaJun Xu
    SongMing Xiang
    YiFan Peng
    Yu Huang
    Science China Technological Sciences, 2024, 67 : 1215 - 1225
  • [4] WeldNet: A voxel-based deep learning network for point cloud annular weld seam detection
    WANG Hui
    RONG YouMin
    XU JiaJun
    XIANG SongMing
    PENG YiFan
    HUANG Yu
    Science China(Technological Sciences), 2024, 67 (04) : 1215 - 1225
  • [5] WeldNet: A voxel-based deep learning network for point cloud annular weld seam detection
    Wang, Hui
    Rong, Youmin
    Xu, Jiajun
    Xiang, Songming
    Peng, Yifan
    Huang, Yu
    SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2024, 67 (04) : 1215 - 1225
  • [6] An Intelligent Seam Detection Method for Welding Robots Based on Image Guided Point Cloud Registration
    He, Yuzhen
    Xiao, Weifang
    Zhao, Xianzhong
    CONSTRUCTION RESEARCH CONGRESS 2024: ADVANCED TECHNOLOGIES, AUTOMATION, AND COMPUTER APPLICATIONS IN CONSTRUCTION, 2024, : 876 - 884
  • [7] Fast image dehazing using guided joint bilateral filter
    Xiao, Chunxia
    Gan, Jiajia
    VISUAL COMPUTER, 2012, 28 (6-8): : 713 - 721
  • [8] Fast image dehazing using guided joint bilateral filter
    Chunxia Xiao
    Jiajia Gan
    The Visual Computer, 2012, 28 : 713 - 721
  • [9] Underwater Image Enhancement Using Guided Joint Bilateral Filter
    Muhammad, Nasir
    Arini
    Fahrianto, Feri
    2018 6TH INTERNATIONAL CONFERENCE ON CYBER AND IT SERVICE MANAGEMENT (CITSM), 2018, : 55 - 60
  • [10] A novel weld seam extraction method with semantic segmentation and point cloud feature for structure workpieces
    Zhang, Yuankai
    Geng, Yusen
    Tian, Xincheng
    Sun, Yujie
    Xu, Xiaolong
    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2025, 95