English

The use of Octree in point cloud analysis with application to cultural heritage

Computer Vision and Pattern Recognition 2023-01-18 v1
Authors: Rafał Bieńkowski , Krzysztof E. Rutkowski
View on arXiv ↗ PDF ↗

Abstract

In this article we present the effects of our work on the subject of the technical approach to the 3D point cloud data analysis through the use of the Octree method to compress, analyse and compute the initial data.

Keywords

octree point cloud data analysis data compression cultural heritage

Cite

@article{arxiv.2301.06936,
  title  = {The use of Octree in point cloud analysis with application to cultural heritage},
  author = {Rafał Bieńkowski and Krzysztof E. Rutkowski},
  journal= {arXiv preprint arXiv:2301.06936},
  year   = {2023}
}

Comments

6 pages, 12 figures, 7 citations

Related papers

View all related →
Computer Vision and Pattern Recognition · Computer Science
Towards Point Cloud Compression for Machine Perception: A Simple and Strong Baseline by Learning the Octree Depth Level Predictor
Lei Liu, Zhihao Hu, Zhenghao Chen
2024-06-04
Signal Processing · Electrical Eng. & Systems
Point Cloud Segmentation based on Hypergraph Spectral Clustering
Songyang Zhang, Shuguang Cui, Zhi Ding
2021-01-01
Computer Vision and Pattern Recognition · Computer Science
Octree-based Learned Point Cloud Geometry Compression: A Lossy Perspective
Kaiyu Zheng, Wei Gao, Huiming Zheng
2026-03-31
Image and Video Processing · Electrical Eng. & Systems
Learning to Predict on Octree for Scalable Point Cloud Geometry Coding
Yixiang Mao, Yueyu Hu, Yao Wang
2022-09-07
Computer Vision and Pattern Recognition · Computer Science
3D objects and scenes classification, recognition, segmentation, and reconstruction using 3D point cloud data: A review
Omar Elharrouss, Kawther Hassine, Ayman Zayyan, Zakariyae Chatri +3
2025-01-28
Computer Vision and Pattern Recognition · Computer Science
Open-Vocabulary Octree-Graph for 3D Scene Understanding
Zhigang Wang, Yifei Su, Chenhui Li, Dong Wang +3
2026-03-18
Computer Vision and Pattern Recognition · Computer Science
Improved Deep Point Cloud Geometry Compression
Maurice Quach, Giuseppe Valenzise, Frederic Dufaux
2020-06-25
Computer Vision and Pattern Recognition · Computer Science
Structured Point Cloud Data Analysis via Regularized Tensor Regression for Process Modeling and Optimization
Hao Yan, Kamran Paynabar, Massimo Pacella
2020-04-28
Multimedia · Computer Science
Hybrid Point Cloud Attribute Compression Using Slice-based Layered Structure and Block-based Intra Prediction
Yiting Shao, Qi Zhang, Ge Li, Zhu Li
2018-05-01
Computer Vision and Pattern Recognition · Computer Science
OctAttention: Octree-Based Large-Scale Contexts Model for Point Cloud Compression
Chunyang Fu, Ge Li, Rui Song, Wei Gao +1
2022-08-30
Computer Vision and Pattern Recognition · Computer Science
Point cloud segmentation using hierarchical tree for architectural models
Omair Hassaan, Abeera Shamail, Zain Butt, Murtaza Taj
2018-06-25
Computer Vision and Pattern Recognition · Computer Science
Meta Architecture for Point Cloud Analysis
Haojia Lin, Xiawu Zheng, Lijiang Li, Fei Chao +4
2023-03-15
Computer Vision and Pattern Recognition · Computer Science
VoxelContext-Net: An Octree based Framework for Point Cloud Compression
Zizheng Que, Guo Lu, Dong Xu
2021-05-06
Computer Vision and Pattern Recognition · Computer Science
Point Cloud Compression and Objective Quality Assessment: A Survey
Yiling Xu, Yujie Zhang, Shuting Xia, Kaifa Yang +5
2025-07-01
Other Statistics · Statistics
Baby Morse Theory in Data Analysis
Caren Marzban, Ulvi Yurtsever
2011-05-16
Computer Vision and Pattern Recognition · Computer Science
Comprehensive Review of Deep Learning-Based 3D Point Cloud Completion Processing and Analysis
Ben Fei, Weidong Yang, Wenming Chen, Zhijun Li +4
2023-01-02
Computer Vision and Pattern Recognition · Computer Science
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis
Tiange Xiang, Chaoyi Zhang, Yang Song, Jianhui Yu +1
2021-07-30
Computer Vision and Pattern Recognition · Computer Science
Joint Point Cloud Upsampling and Cleaning with Octree-based CNNs
Jihe Li, Bo Pang, Peng-Shuai Wang
2024-10-23
Image and Video Processing · Electrical Eng. & Systems
Perceptual Quality Assessment of Colored 3D Point Clouds
Honglei Su, Qi Liu, Zhengfang Duanmu, Wentao Liu +1
2021-11-11
Image and Video Processing · Electrical Eng. & Systems
OctSqueeze: Octree-Structured Entropy Model for LiDAR Compression
Lila Huang, Shenlong Wang, Kelvin Wong, Jerry Liu +1
2021-01-12
Computer Vision and Pattern Recognition · Computer Science
DeepCompress: Efficient Point Cloud Geometry Compression
Ryan Killea, Yun Li, Saeed Bastani, Paul McLachlan
2021-06-04
Computer Vision and Pattern Recognition · Computer Science
ECM-OPCC: Efficient Context Model for Octree-based Point Cloud Compression
Yiqi Jin, Ziyu Zhu, Tongda Xu, Yuhuan Lin +1
2023-12-12
Computer Vision and Pattern Recognition · Computer Science
3D point cloud segmentation using GIS
Chao-Jung Liu, Vladimir Krylov, Rozenn Dahyot
2021-08-16
Computer Vision and Pattern Recognition · Computer Science
Deep Learning-based 3D Point Cloud Classification: A Systematic Survey and Outlook
Huang Zhang, Changshuo Wang, Shengwei Tian, Baoli Lu +3
2023-11-07
Signal Processing · Electrical Eng. & Systems
Hypergraph Spectral Analysis and Processing in 3D Point Cloud
Songyang Zhang, Shuguang Cui, Zhi Ding
2020-12-29