Multiclass defect detection and classification in weld radiographic images using geometric and texture features

I Valavanis, D Kosmopoulos - Expert Systems with Applications, 2010 - Elsevier
In this paper, a method for the detection and classification of defects in weld radiographs is
presented. The method has been applied for detecting and discriminating discontinuities in …

Automatic weld defect detection based on potential defect tracking in real-time radiographic image sequence

J Shao, D Du, B Chang, H Shi - NDT & E International, 2012 - Elsevier
An effective and adaptive method is proposed to automatically detect weld defects using
defect tracking in real-time radiographic image sequence of a moving weld. Firstly, a defect …

Real‐Time Explainable Multiclass Object Detection for Quality Assessment in 2‐Dimensional Radiography Images

S Naddaf-Sh, MM Naddaf-Sh, H Zargarzadeh… - …, 2022 - Wiley Online Library
Quality inspection and defect detection play a critical role in infrastructure safety and integrity
specially when it comes to aging infrastructure mostly owned by governments around the …

Automatic weld defect detection in real-time X-ray images based on support vector machine

J Shao, H Shi, D Du, L Wang… - 2011 4th international …, 2011 - ieeexplore.ieee.org
Automatic weld defect detection based on real-time X-ray image plays a vital role in
improving the automation level of radiographic inspection in industry. Most of the existing …

Enhanced defect detection in radiography images of welded objects

E Yahaghi, ME Hosseini-Ashrafi - Nondestructive Testing and …, 2019 - Taylor & Francis
ABSTRACT A three-step procedure is described which utilises wavelet de-noising, shape
from shading (SFS) method and the Harris corner detector (HCD) for improved defect …

Hidden corrosion detection in aircraft structures with a lightweight magnetic convolutional neural network

TP Vu, VS Luong, M Le - Nondestructive Testing and Evaluation, 2024 - Taylor & Francis
Detection of hidden corrosion within aircraft structures poses a significant challenge in non-
destructive testing (NDT) methodologies, particularly in the electromagnetic testing (ET) …

Nondestructive testing of hollowing deterioration of the Yungang Grottoes based on THz-TDS

J Feng, T Meng, Y Lu, J Ren, G Zhao, H Liu, J Yang… - Electronics, 2020 - mdpi.com
Terahertz (THz) spectroscopy is an important method in noninvasive detection and
diagnosis for historic relics. A new nondestructive testing (NDT) method based on terahertz …

Fault diagnosis of welded joints through vibration signals using Naïve Bayes algorithm

MG Kumar, K Hemanth, N Gangadhar, H Kumar… - Procedia Materials …, 2014 - Elsevier
Inspection of welded joints plays a crucial role in finding internal flaws and defects in
specimens, finding quality of welded joint in early stage will reduce damage and provides …

An Internet of Things Based Crack Monitoring Approach Using Nondestructive Evaluation Data

S Malik, E Tekerek, A Zawad… - … on Evaluation of …, 2022 - asmedigitalcollection.asme.org
Monitoring and quantifying crack initiation and growth are of primary importance both for
material performance evaluation and design and for structural damage assessment. While …

Automatic weld recognition and extraction from real-time X-ray images using quadratic curve fitting and multi-order differences analysis of intensity profile

J Shao, D Du, H Shi, B Chang - Insight-Non-Destructive …, 2011 - ingentaconnect.com
This paper presents a fast and adaptive method for weld extraction. Firstly, a fast algorithm
was developed to recognise and alarm welds with large surface defects such as burn …