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  • Article
  • Open Access
10 Citations
3,942 Views
16 Pages

RGB-D Camera for 3D Laser Point Cloud Hole Repair in Mine Access Shaft Roadway

  • Haoyu Tai,
  • Yonghua Xia,
  • Xiangrong He,
  • Xuequn Wu,
  • Chen Li,
  • Min Yan,
  • Xiali Kong and
  • Minglong Yang

5 September 2022

With the rapid development of the geographic information service industry, point cloud data are widely used in various fields, such as architecture, planning, cultural relics protection, mining engineering, etc. Despite that there are many approaches...

  • Article
  • Open Access
1,843 Views
22 Pages

3D Laser Point Cloud-Based Identification of Lining Defects in Symmetric Tunnel Structures

  • Zhuodong Yang,
  • Ye Jin,
  • Xingliang Sun,
  • Linsheng Huo,
  • Mu Yu,
  • Hanwen Zhang,
  • Jianda Xu and
  • Rongqiao Xu

29 October 2025

Tunnels, as symmetric structures, are critical components of transportation infrastructure, particularly in mountainous regions. However, tunnel linings are prone to spalling after long-term service, posing significant safety risks. Although 3D laser...

(This article belongs to the Section F: Engineering and Materials)
  • Article
  • Open Access
39 Citations
6,181 Views
20 Pages

Dam deformation monitoring can directly identify the safe operation state of a dam in advance, which plays an important role in dam safety management. Three-dimensional (3D) terrestrial laser scanning technology is widely used in the field of deforma...

  • Article
  • Open Access
26 Citations
5,856 Views
30 Pages

27 September 2019

3D modelling of indoor environment is essential in smart city applications such as building information modelling (BIM), spatial location application, energy consumption estimation, and signal simulation, etc. Fast and stable reconstruction of 3D mod...

(This article belongs to the Special Issue Remote Sensing based Building Extraction)
  • Article
  • Open Access
3 Citations
840 Views
22 Pages

18 March 2026

Terrestrial laser scanning (TLS) provides dense point clouds for landslide monitoring, yet occlusion, heterogeneous point density, and seasonal vegetation introduce noise and unstable deformation boundaries in multi-temporal change detection. To over...

(This article belongs to the Special Issue Advances in Remote Sensing Technology for Ground Deformation)
  • Article
  • Open Access
14 Citations
6,755 Views
25 Pages

10 October 2019

3D laser simultaneous localization and mapping (SLAM) technology is one of the most efficient methods to capture spatial information. However, the low-precision of 3D laser SLAM point cloud limits its application in many fields. In order to improve t...

(This article belongs to the Section Engineering Remote Sensing)
  • Article
  • Open Access
14 Citations
2,902 Views
25 Pages

4 August 2025

Rock bolts are crucial components in the subterranean support systems in underground mines that provide adequate structural reinforcement to the rock mass to prevent unforeseen hazards like rockfalls. This makes frequent assessments of such bolts cri...

(This article belongs to the Special Issue New Perspectives on 3D Point Cloud (Third Edition))
  • Communication
  • Open Access
12 Citations
4,099 Views
20 Pages

Fast Registration Algorithm for Laser Point Cloud Based on 3D-SIFT Features

  • Lihong Yang,
  • Shunqin Xu,
  • Zhiqiang Yang,
  • Jia He,
  • Lei Gong,
  • Wanjun Wang,
  • Yao Li,
  • Liguo Wang and
  • Zhili Chen

22 January 2025

In response to the issues of slow convergence and the tendency to fall into local optima in traditional iterative closest point (ICP) point cloud registration algorithms, this study presents a fast registration algorithm for laser point clouds based...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
19 Citations
4,712 Views
17 Pages

Reconstruction of Conifer Root Systems Mapped with Point Cloud Data Obtained by 3D Laser Scanning Compared with Manual Measurement

  • Chikage Todo,
  • Hidetoshi Ikeno,
  • Keitaro Yamase,
  • Toko Tanikawa,
  • Mizue Ohashi,
  • Masako Dannoura,
  • Toshifumi Kimura and
  • Yasuhiro Hirano

21 August 2021

Three-dimensional (3D) root system architecture (RSA) is a predominant factor in anchorage failure in trees. Only a few studies have used 3D laser scanners to evaluate RSA, but they do not check the accuracy of measurements. 3D laser scanners can qui...

(This article belongs to the Special Issue Adaptation of the Root System to the Environment)
  • Article
  • Open Access
53 Citations
12,017 Views
20 Pages

Railway Tunnel Clearance Inspection Method Based on 3D Point Cloud from Mobile Laser Scanning

  • Yuhui Zhou,
  • Shaohua Wang,
  • Xi Mei,
  • Wangling Yin,
  • Chunfeng Lin,
  • Qingwu Hu and
  • Qingzhou Mao

7 September 2017

Railway tunnel clearance is directly related to the safe operation of trains and upgrading of freight capacity. As more and more railway are put into operation and the operation is continuously becoming faster, the railway tunnel clearance inspection...

(This article belongs to the Special Issue Sensors for Transportation)
  • Article
  • Open Access
12 Citations
4,581 Views
22 Pages

A single VLP-16 LiDAR estimation method based on a single-frame 3D laser point cloud is proposed to address the problem of estimating negative obstacles’ geometrical features in structured environments. Firstly, a distance measurement method is devel...

  • Editorial
  • Open Access
2 Citations
3,149 Views
6 Pages

Special Issue on “Terrestrial Laser Scanning”: Editors’ Notes

  • Joan R. Rosell-Polo,
  • Eduard Gregorio and
  • Jordi Llorens

21 October 2019

In this editorial, we provide an overview of the content of the special issue on “Terrestrial Laser Scanning”. The aim of this Special Issue is to bring together innovative developments and applications of terrestrial laser scanning (TLS)...

(This article belongs to the Special Issue Terrestrial Laser Scanning)
  • Article
  • Open Access
3 Citations
3,518 Views
16 Pages

19 October 2019

Outdoor scene understanding based on the results of point cloud classification plays an important role in mobile robots and autonomous vehicles equipped with a light detection and ranging (LiDAR) system. In this paper, a novel model named Panoramic B...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
885 Views
17 Pages

Applying a Combination of the YOLOv8 Model and 3D Point Cloud Images in Asphalt Pavement Maintenance

  • Yangyang Wang,
  • Shoujing Yan,
  • Weibo Shi,
  • Chenchen Xi,
  • Jiachen Shi,
  • Fengxia Chi and
  • Jintao Wei

7 May 2026

Asphalt pavement distress detection plays a pivotal role in highway maintenance, providing an essential basis for optimizing maintenance strategies and allocating funding. Consequently, quick detection and efficient identification of distress are cru...

(This article belongs to the Collection 3D Imaging and Sensing System)
  • Article
  • Open Access
60 Citations
15,078 Views
22 Pages

Reality Capture of Buildings Using 3D Laser Scanners

  • Avar Almukhtar,
  • Zaid O. Saeed,
  • Henry Abanda and
  • Joseph H. M. Tah

3 March 2021

The urgent need to improve performance in the construction industry has led to the adoption of many innovative technologies. 3D laser scanners are amongst the leading technologies being used to capture and process assets or construction project data...

(This article belongs to the Special Issue Advances in Civil Engineering)
  • Article
  • Open Access
23 Citations
6,669 Views
14 Pages

12 December 2018

The present study introduces an efficient algorithm to construct a file-based octree for a large 3D point cloud. However, the algorithm was very slow compared with a memory-based approach, and got even worse when using a 3D point cloud scanned in lon...

(This article belongs to the Special Issue Terrestrial Laser Scanning)
  • Article
  • Open Access
67 Citations
7,177 Views
19 Pages

24 February 2021

Cracks are one of the main distresses that occur on concrete surfaces. Traditional methods for detecting cracks based on two-dimensional (2D) images can be hampered by stains, shadows, and other artifacts, while various three-dimensional (3D) crack-d...

(This article belongs to the Section Remote Sensors)
  • Article
  • Open Access
53 Citations
12,337 Views
23 Pages

25 March 2016

A multiple terrestrial laser scanner (TLS) integration approach is proposed for the fine surveying and 3D modeling of ancient wooden architecture in an ancient building complex of Wudang Mountains, which is located in very steep surroundings making i...

(This article belongs to the Special Issue Remote Sensed Data and Processing Methodologies for 3D Virtual Reconstruction and Visualization of Complex Architectures)
  • Article
  • Open Access
11 Citations
5,343 Views
13 Pages

Data-Driven Point Cloud Objects Completion

  • Yang Zhang,
  • Zhen Liu,
  • Xiang Li and
  • Yu Zang

28 March 2019

With the development of the laser scanning technique, it is easier to obtain 3D large-scale scene rapidly. However, many scanned objects may suffer serious incompletion caused by the scanning angles or occlusion, which has severely impacted their fut...

(This article belongs to the Section Remote Sensors)
  • Article
  • Open Access
23 Citations
3,906 Views
18 Pages

25 September 2022

Mobile laser scanning technology used for deformation detection of shield tunnel is usually two-dimensional, which is expanded into three-dimensional (3D) through mileage, resulting in low positioning accuracy. This study proposes a 3D laser point cl...

(This article belongs to the Special Issue Remote Sensing in Structural Health Monitoring)
  • Article
  • Open Access
45 Citations
9,434 Views
22 Pages

23 December 2022

With the fast growth and rapid development of the construction industry, building design is not satisfied with only safety, accessibility, and habitability. People are requiring more multifunctional layouts and beautifully designed buildings. Thus, s...

(This article belongs to the Special Issue Radar Techniques for Structures Characterization and Monitoring)
  • Article
  • Open Access
10 Citations
3,943 Views
21 Pages

18 February 2023

Spatio–temporal determination of phenotypic traits, such as height, leaf angles, and leaf area, is important for the understanding of crop growth and development in modern agriculture and crop science. Measurements of these parameters for indiv...

(This article belongs to the Special Issue 3D Modelling and Mapping for Precision Agriculture)
  • Article
  • Open Access
19 Citations
5,041 Views
18 Pages

Novel Laser-Based Obstacle Detection for Autonomous Robots on Unstructured Terrain

  • Wei Chen,
  • Qianjie Liu,
  • Huosheng Hu,
  • Jun Liu,
  • Shaojie Wang and
  • Qingyuan Zhu

5 September 2020

Obstacle detection is one of the essential capabilities for autonomous robots operated on unstructured terrain. In this paper, a novel laser-based approach is proposed for obstacle detection by autonomous robots, in which the Sobel operator is deploy...

(This article belongs to the Section Sensors and Robotics)
  • Article
  • Open Access
344 Views
22 Pages

A Vision-Guided Point Cloud Refinement Method for Helical Surface Measurement: A Case Study on Screw Thread Pitch

  • Weimin Lou,
  • Huan Chen,
  • Peng Yang,
  • Jian Wu,
  • Ying Zhou,
  • Kaiqing Chen,
  • Lu Liu,
  • Ming Kong,
  • Yuanhai Jiang and
  • Xinlei Zhang
  • + 1 author

21 September 2026

Screws are critical mechanical components, and their geometric accuracy directly determines the performance and reliability of mechanical systems. However, conventional contact-based inspection methods are time-consuming and limited to sparse samplin...

(This article belongs to the Section Optical Sensors)
  • Article
  • Open Access
6 Citations
12,177 Views
13 Pages

20 July 2009

Intensity value based point cloud segmentation has received less attention because the intensity value of the terrestrial laser scanner is usually altered by receiving optics/hardware or the internal propriety software, which is unavailable to the en...

(This article belongs to the Special Issue LiDAR for 3D City Modeling)
  • Article
  • Open Access
76 Citations
20,731 Views
18 Pages

29 March 2011

In recent years there has been an increasing demand among home owners for cost effective sustainable energy production such as solar energy to provide heating and electricity. A lot of research has focused on the assessment of the incoming solar radi...

(This article belongs to the Special Issue Terrestrial Laser Scanning)
  • Article
  • Open Access
5 Citations
2,246 Views
25 Pages

27 May 2025

Current substation inspection robots mainly use Lidar as a sensor for localization and map building. However, laser SLAM has the problem of localization error in scenes with similar and missing environmental structural features, and environmental map...

(This article belongs to the Special Issue Application of Artificial Intelligence in Power System Monitoring and Fault Diagnosis II)
  • Article
  • Open Access
38 Citations
8,896 Views
18 Pages

The Combined Use of SLAM Laser Scanning and TLS for the 3D Indoor Mapping

  • Aino Keitaanniemi,
  • Juho-Pekka Virtanen,
  • Petri Rönnholm,
  • Antero Kukko,
  • Toni Rantanen and
  • Matti T. Vaaja

28 August 2021

An efficient 3D survey of a complex indoor environment remains a challenging task, especially if the accuracy requirements for the geometric data are high for instance in building information modeling (BIM) or construction. The registration of non-ov...

(This article belongs to the Section Construction Management, and Computers & Digitization)
  • Article
  • Open Access
3 Citations
2,652 Views
19 Pages

Automated Determination of the Volume of Loose Engineering Deposits Using Terrestrial Laser Scanning

  • Bo Lu,
  • Jichen Zhu,
  • Yunfeng Ge,
  • Qian Chen,
  • Zhongxu Wen,
  • Geng Liu and
  • Liangquan Li

19 September 2023

A new method for automatic volume determination of loose engineering deposits (LEDs) using point clouds collected by terrestrial laser scanning is proposed. The method starts with a problem of lacking bottom surface point clouds when scanning LEDs, a...

(This article belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
  • Article
  • Open Access
6 Citations
2,883 Views
28 Pages

A Novel Approach for As-Built BIM Updating Using Inertial Measurement Unit and Mobile Laser Scanner

  • Yuchen Yang,
  • Yung-Tsang Chen,
  • Craig Hancock,
  • Nicholas A. S. Hamm and
  • Zhiang Zhang

26 July 2024

Building Information Modeling (BIM) has recently been widely applied in the Architecture, Engineering, and Construction Industry (AEC). BIM graphical information can provide a more intuitive display of the building and its contents. However, during t...

(This article belongs to the Special Issue Advances in the Application of Lidar)
  • Article
  • Open Access
17 Citations
4,356 Views
13 Pages

Reduction Method for Mobile Laser Scanning Data

  • Wioleta Błaszczak-Bąk,
  • Zoltan Koppanyi and
  • Charles Toth

Mobile Laser Scanning (MLS) technology acquires a huge volume of data in a very short time. In many cases, it is reasonable to reduce the size of the dataset with eliminating points in such a way that the datasets, after reduction, meet specific opti...

  • Article
  • Open Access
8 Citations
4,468 Views
26 Pages

3D Point Cloud Generation Based on Multi-Sensor Fusion

  • Yulong Han,
  • Haili Sun,
  • Yue Lu,
  • Ruofei Zhong,
  • Changqi Ji and
  • Si Xie

20 September 2022

Traditional precise engineering surveys adopt manual static, discrete observation, which cannot meet the dynamic, continuous, high-precision and holographic fine measurements required for large-scale infrastructure construction, operation and mainten...

(This article belongs to the Special Issue Application of Data Mining and Deep Learning in Tunnels)
  • Article
  • Open Access
60 Citations
6,414 Views
16 Pages

Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment

  • Sanzhang Zhou,
  • Feng Kang,
  • Wenbin Li,
  • Jiangming Kan,
  • Yongjun Zheng and
  • Guojian He

21 July 2019

Mobile laser scanning (MLS) is widely used in the mapping of forest environments. It has become important for extracting the parameters of forest trees using the generated environmental map. In this study, a three-dimensional point cloud map of a for...

(This article belongs to the Special Issue Mobile Laser Scanning Systems)
  • Article
  • Open Access
6 Citations
3,752 Views
17 Pages

Traditional deformation monitoring suffers from issues such as the point-based representation of surfaces and low measurement efficiency. Moreover, the majority of researchers study the deformation of slopes using methods such as 3S technology, synth...

(This article belongs to the Special Issue Advanced Materials and Novel Technique in Civil Engineering)
  • Article
  • Open Access
27 Citations
9,180 Views
14 Pages

Luminance-Corrected 3D Point Clouds for Road and Street Environments

  • Matti T. Vaaja,
  • Matti Kurkela,
  • Juho-Pekka Virtanen,
  • Mikko Maksimainen,
  • Hannu Hyyppä,
  • Juha Hyyppä and
  • Eino Tetri

8 September 2015

A novel approach to evaluating night-time road and street environment lighting conditions through 3D point clouds is presented. The combination of luminance imaging and 3D point cloud acquired with a terrestrial laser scanner was used for analyzing 3...

(This article belongs to the Special Issue Lidar/Laser Scanning in Urban Environments)
  • Article
  • Open Access
36 Citations
7,358 Views
16 Pages

A Multi-View Stereo Measurement System Based on a Laser Scanner for Fine Workpieces

  • Limei Song,
  • Siyuan Sun,
  • Yangang Yang,
  • Xinjun Zhu,
  • Qinghua Guo and
  • Huaidong Yang

18 January 2019

A new solution to the high-quality 3D reverse modeling problem of complex surfaces for fine workpieces is presented using a laser line-scanning sensor. Due to registration errors, measurement errors, deformations, etc., a fast and accurate method is...

(This article belongs to the Special Issue Advances in Laser Scanning and Photogrammetry for Sustainable Development)
  • Article
  • Open Access
1 Citations
1,098 Views
25 Pages

13 November 2025

The Building Information Model (BIM) has been increasingly adopted for building maintenance and management. For existing buildings lacking prior digital models, a BIM is often generated from 3D scanned point clouds. In recent years, the automatic con...

(This article belongs to the Special Issue Intelligent Point Cloud Processing, Sensing and Understanding—Third Edition)
  • Article
  • Open Access
3 Citations
1,186 Views
17 Pages

Deformation Patterns of Deep Coal Mine Roadways Revealed by 3D Laser Scanning

  • Lixin Wang,
  • Yang Song,
  • Chengjun Hu,
  • Xinqiu Fang,
  • Baofu Zhao,
  • Hao Shi and
  • Yulong Feng

18 November 2025

Monitoring the deformation of rock surrounding deep coal mine roadways is critical for operational safety, yet conventional methods are often inefficient and lack the precision to capture complex geomechanical behavior. To address this challenge, we...

(This article belongs to the Special Issue Disaster Prevention and Control of Underground and Tunnel Engineering)
  • Article
  • Open Access
274 Citations
18,883 Views
30 Pages

12 October 2017

The creation of as-built Building Information Models requires the acquisition of the as-is state of existing buildings. Laser scanners are widely used to achieve this goal since they permit to collect information about object geometry in form of poin...

(This article belongs to the Special Issue Laser Scanning)
  • Article
  • Open Access
134 Citations
21,453 Views
24 Pages

4 August 2008

Airborne laser scanning (ALS) is a remote sensing technique well-suited for 3D vegetation mapping and structure characterization because the emitted laser pulses are able to penetrate small gaps in the vegetation canopy. The backscattered echoes from...

(This article belongs to the Special Issue Remote Sensing of Land Surface Properties, Patterns and Processes)
  • Article
  • Open Access
200 Citations
20,441 Views
26 Pages

Comparison of the Selected State-Of-The-Art 3D Indoor Scanning and Point Cloud Generation Methods

  • Ville V. Lehtola,
  • Harri Kaartinen,
  • Andreas Nüchter,
  • Risto Kaijaluoto,
  • Antero Kukko,
  • Paula Litkey,
  • Eija Honkavaara,
  • Tomi Rosnell,
  • Matti T. Vaaja and
  • Juha Hyyppä
  • + 5 authors

2 August 2017

Accurate three-dimensional (3D) data from indoor spaces are of high importance for various applications in construction, indoor navigation and real estate management. Mobile scanning techniques are offering an efficient way to produce point clouds, b...

  • Article
  • Open Access
3 Citations
1,287 Views
19 Pages

21 March 2025

In order to detect the abrasion of rails, a new point cloud alignment method combining 4-points congruent sets (4PCS) coarse alignment based on internal shape signature (ISS) and K-dimensional iterative closest points (KD-ICP) fine alignment is propo...

  • Article
  • Open Access
172 Citations
13,305 Views
34 Pages

From the Semantic Point Cloud to Heritage-Building Information Modeling: A Semiautomatic Approach Exploiting Machine Learning

  • Valeria Croce,
  • Gabriella Caroti,
  • Livio De Luca,
  • Kévin Jacquot,
  • Andrea Piemonte and
  • Philippe Véron

28 January 2021

This work presents a semi-automatic approach to the 3D reconstruction of Heritage-Building Information Models from point clouds based on machine learning techniques. The use of digital information systems leveraging on three-dimensional (3D) represen...

(This article belongs to the Special Issue Applications of Laser Scanning and Photogrammetry in Civil Engineering and Architecture: Beyond 3D Modeling)
  • Article
  • Open Access
12 Citations
4,320 Views
19 Pages

A 3D Surface Reconstruction Pipeline for Plant Phenotyping

  • Lina Stausberg,
  • Berit Jost,
  • Lasse Klingbeil and
  • Heiner Kuhlmann

17 December 2024

Plant phenotyping plays a crucial role in crop science and plant breeding. However, traditional methods often involve time-consuming and manual observations. Therefore, it is essential to develop automated, sensor-driven techniques that can provide o...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
16 Citations
4,334 Views
19 Pages

31 May 2021

Traditional precision measurement adopts discrete artificial static observation, which cannot meet the demands of the dynamic, continuous, fine and high-precision holographic measurement of large-scale infrastructure construction and complex operatio...

(This article belongs to the Special Issue Selected Papers from The Sixth National LiDAR Conference)
  • Feature Paper
  • Article
  • Open Access
13 Citations
5,413 Views
18 Pages

Historic Timber Roof Structure Reconstruction through Automated Analysis of Point Clouds

  • Taşkın Özkan,
  • Norbert Pfeifer,
  • Gudrun Styhler-Aydın,
  • Georg Hochreiner,
  • Ulrike Herbig and
  • Marina Döring-Williams

13 January 2022

We present a set of methods to improve the automation of the parametric 3D modeling of historic roof structures using terrestrial laser scanning (TLS) point clouds. The final product of the TLS point clouds consist of 3D representation of all objects...

(This article belongs to the Special Issue Computer Vision and Robotics for Cultural Heritage: Theory and Applications)
  • Article
  • Open Access
15 Citations
3,553 Views
25 Pages

Towards 3D Reconstruction of Multi-Shaped Tunnels Utilizing Mobile Laser Scanning Data

  • Xuan Ding,
  • Shen Chen,
  • Mu Duan,
  • Jinchang Shan,
  • Chao Liu and
  • Chuli Hu

20 November 2024

Using digital twin models of tunnels has become critical to their efficient maintenance and management. A high-precision 3D tunnel model is the prerequisite for a successful digital twin model of tunnel applications. However, constructing high-precis...

  • Article
  • Open Access
3 Citations
2,474 Views
46 Pages

15 August 2025

Accurate classification of individual tree types is a key component in forest inventory, biodiversity monitoring, and ecological modeling. This study evaluates and compares multiple Machine Learning (ML) and Deep Learning (DL) approaches for tree typ...

(This article belongs to the Section Forest Remote Sensing)
  • Article
  • Open Access
13 Citations
7,731 Views
14 Pages

22 January 2019

This article focuses on the use of Terrestrial Laser Scanning (TLS) for change detection analysis of multitemporal point clouds datasets. Two topographic surveys were carried out during the years 2016 and 2017 in an underground marble quarry of the A...

(This article belongs to the Special Issue Terrestrial Laser Scanning)
  • Article
  • Open Access
121 Citations
15,014 Views
22 Pages

Comparison of Laser and Stereo Optical, SAR and InSAR Point Clouds from Air- and Space-Borne Sources in the Retrieval of Forest Inventory Attributes

  • Xiaowei Yu,
  • Juha Hyyppä,
  • Mika Karjalainen,
  • Kimmo Nurminen,
  • Kirsi Karila,
  • Mikko Vastaranta,
  • Ville Kankare,
  • Harri Kaartinen,
  • Markus Holopainen and
  • Masato Katoh
  • + 6 authors

27 November 2015

It is anticipated that many of the future forest mapping applications will be based on three-dimensional (3D) point clouds. A comparison study was conducted to verify the explanatory power and information contents of several 3D remote sensing data so...

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