xaviergoby/Deep-Learning-and-Computer-Vision-for-Structural-Crack …
We demonstrate the suitability of our approach using data from fatigue testing of an aerospace grade aluminum specimen to build a deep convolutional neural network that classifies crack …
A prediction of crack propagation on aircraft wing via AK-TCN
Oct 1, 2024 · Crack propagation has a significant impact on flight safety. It is difficult to predict crack propagation accurately. A novel method called AK-TCN (Attention-based Kernel TCN) is …
A Comprehensive Review of Deep Learning-Based Crack Detection …
Jan 27, 2022 · The main step of performing crack detection using computer vision techniques is to extract crack sensitive features which can be done by leveraging either Image Processing …
Machine Learning for Crack Detection: Review and Model …
Jul 13, 2020 · In this paper, the authors organize and provide up-to-date information on on ML-based crack detection algorithms for researchers to more efficiently seek potential focus and …
A review of image-based deep learning methods for crack detection ...
Mar 12, 2025 · This review paper aims to provide a comprehensive overview of the different approaches used for crack detection and segmentation through ML and DL methods. The …
(PDF) A Comprehensive Review of Deep Learning-Based Crack Detection ...
Jan 27, 2022 · In this paper, a comprehensive literature review of deep learning-based crack detection studies and the contributions they have made to the field is presented.
Deep neural networks for crack detection inside structures
Feb 23, 2024 · We found that a robust backbone network, such as Densely Connected Convolutional Network (DenseNet) can effectively extract the features characterizing cracks of …
Skoltech researchers have created a digital twin of a polymer composite material with a 2D sensor and successfully used it for structural integrity testing. The new technology can be used to...
Machine Learning Based Features Matching for Fatigue Crack Detection
Jan 1, 2020 · Vision based fatigue crack detection is considered as a good solution as the system can be carried by a drone and overcomes the above problem. In this study, FAST, ORB, SIFT …
(PDF) Automated Crack Detection for Digital Radiography Aircraft Wing ...
Apr 1, 2011 · In this article, an automated crack detection algorithm using region of interest (ROI) minimization and improved Canny edge detection techniques is developed for aircraft wing...