Research on product surface quality inspection technology based on 3D point cloud

L Huo, Y Liu, Y Yang, Z Zhuang… - Advances in Mechanical …, 2023 - journals.sagepub.com
In recent years, machine vision has played an important role in product surface quality
detection. The promotion and use of this technology have largely avoided the subjectivity …

[HTML][HTML] Advancements in point cloud-based 3D defect classification and segmentation for industrial systems: A comprehensive survey

A Rani, D Ortiz-Arroyo, P Durdevic - Information Fusion, 2024 - Elsevier
In recent years, 3D point clouds (PCs) have gained significant attention due to their diverse
applications across various fields, such as computer vision (CV), condition monitoring (CM) …

Rapid surface defects detection in wire and arc additive manufacturing based on laser profilometer

C Huang, G Wang, H Song, R Li, H Zhang - Measurement, 2022 - Elsevier
Wire arc additive manufacturing technology (WAAM) has become a very promising
alternative for large-scale metal components manufacturing. Due to the unsatisfactory …

Vision-based spatial damage localization method for autonomous robotic laser cladding repair processes

HZ Imam, H Al-Musaibeli, Y Zheng, P Martinez… - Robotics and Computer …, 2023 - Elsevier
Repair technologies have been considered as sustainable approaches due to their
capability to restore value in a damaged component and bring it to like-new condition …

Automatic inspection of aeronautical mechanical assemblies by matching the 3D CAD model and real 2D images

H Ben Abdallah, I Jovančević, JJ Orteu, L Brèthes - Journal of Imaging, 2019 - mdpi.com
In the aviation industry, automated inspection is essential for ensuring quality of production.
It allows acceleration of procedures for quality control of parts or mechanical assemblies. As …

A new approach to detect surface defects from 3D point cloud data with surface normal Gabor filter (SNGF)

ET Lee, Z Fan, B Sencer - Journal of Manufacturing Processes, 2023 - Elsevier
Surface defect detection is essential feedback for quality control in manufacturing processes.
This paper presents a new defect detection method, Surface Normal Gabor Filter (SNGF), to …

Non-contact body measurement for qinchuan cattle with LiDAR sensor

L Huang, S Li, A Zhu, X Fan, C Zhang, H Wang - Sensors, 2018 - mdpi.com
The body dimension measurement of large animals plays a significant role in quality
improvement and genetic breeding, and the non-contact measurements by computer vision …

3D tensor-based point cloud and image fusion for robust detection and measurement of rail surface defects

Q Wang, X Wang, Q He, J Huang, H Huang… - Automation in …, 2024 - Elsevier
Railway transportation safety relies on the accurate location, detection, and measurement of
rail surface defects. However, the absence of image and point cloud fusion methods to …

MVGCN: Multi-view graph convolutional neural network for surface defect identification using three-dimensional point cloud

Y Wang, W Sun, J **, Z Kong… - Journal of …, 2023 - asmedigitalcollection.asme.org
Surface defect identification is a crucial task in many manufacturing systems, including
automotive, aircraft, steel rolling, and precast concrete. Although image-based surface …

PointSGRADE: Sparse learning with graph representation for anomaly detection by using unstructured 3D point cloud data

C Tao, J Du - IISE Transactions, 2025 - Taylor & Francis
Surface anomaly detection by using 3D point cloud data has recently received significant
attention. To completely measure the common free-form surfaces without loss of details …